Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7fc002cbe390>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7fc002be4f60>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='inputs_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='inputs_z')
    learning_rate = tf.placeholder(tf.float32, name = 'learning_rate')

    return inputs_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False, n_units=128, alpha=0.1):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 32x32x3
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        relu1 = tf.maximum(alpha * x1, x1)
        # 16x16x64
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 8x8x128
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
         # 4x4x256
            
        relu3 = tf.nn.dropout(relu3, keep_prob=0.8)    

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True, n_units=128, alpha=0.1):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """    
    
    with tf.variable_scope('generator', reuse=not is_train):
               # First fully connected layer
        x1 = tf.layers.dense(z, 7*7*512)
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 7, 7, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        # 7x7x512 now
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        # 14x14x256 now
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
        # 28x28x128 now
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 3, strides=1, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        # 28x28xoutput_dim now
        
        out = tf.tanh(logits)
        
        return out
        
        
        
        # First fully connected layer
#         x1 = tf.layers.dense(z, 7*7*128)
#         # Reshape it to start the convolutional stack
#         x1 = tf.reshape(x1, (-1, 7, 7, 128))
#         x1 = tf.layers.batch_normalization(x1, training=is_train)
#         x1 = tf.maximum(alpha * x1, x1)
#         # 7x7x512 now
        
#         x2 = tf.layers.conv2d_transpose(x1, 64, 5, strides=2, padding='same')
#         x2 = tf.layers.batch_normalization(x2, training=is_train)
#         x2 = tf.maximum(alpha * x2, x2)
#         # 14x14x256 now
        
        
#         # Output layer
#         logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding='same')
#         # 28x28x3 now
        
#         out = tf.tanh(logits)
        
#         return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim, smooth=0.1):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real, reuse=False)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)  * (1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
       # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate_scalar, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate_scalar: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    
    show_every = 100
    print_every=5
    n_images=25
    samples, losses = [], []
    steps = 0
    
    inputs_real, inputs_z, learning_rate = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    d_loss, g_loss = model_loss(inputs_real, inputs_z, data_shape[3])
    d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                steps += 1
                batch_images *= 2.0

                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate: learning_rate_scalar})
                _ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z, inputs_real: batch_images, learning_rate: learning_rate_scalar})

                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({inputs_z: batch_z, inputs_real: batch_images})
                    train_loss_g = g_loss.eval({inputs_z: batch_z})

                    print("Step {}/{} Epoch {}/{}...".format(steps, batch_size*epoch_count, epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % show_every == 0:
                    show_generator_output(sess, n_images, inputs_z, data_shape[3], data_image_mode)
                
    return losses, samples

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 32
z_dim = 100
learning_rate_scalar = 0.0001
beta1 = 0.1


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate_scalar, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Step 5/64 Epoch 1/2... Discriminator Loss: 0.8793... Generator Loss: 1.0287
Step 10/64 Epoch 1/2... Discriminator Loss: 1.1238... Generator Loss: 0.9448
Step 15/64 Epoch 1/2... Discriminator Loss: 0.5232... Generator Loss: 2.0496
Step 20/64 Epoch 1/2... Discriminator Loss: 2.0855... Generator Loss: 0.3717
Step 25/64 Epoch 1/2... Discriminator Loss: 0.3956... Generator Loss: 3.7120
Step 30/64 Epoch 1/2... Discriminator Loss: 0.3702... Generator Loss: 4.1916
Step 35/64 Epoch 1/2... Discriminator Loss: 0.4027... Generator Loss: 3.4078
Step 40/64 Epoch 1/2... Discriminator Loss: 0.3930... Generator Loss: 3.0579
Step 45/64 Epoch 1/2... Discriminator Loss: 1.5443... Generator Loss: 3.5912
Step 50/64 Epoch 1/2... Discriminator Loss: 3.0981... Generator Loss: 0.1091
Step 55/64 Epoch 1/2... Discriminator Loss: 1.0965... Generator Loss: 2.7762
Step 60/64 Epoch 1/2... Discriminator Loss: 1.0285... Generator Loss: 1.3587
Step 65/64 Epoch 1/2... Discriminator Loss: 1.1234... Generator Loss: 0.8492
Step 70/64 Epoch 1/2... Discriminator Loss: 2.5565... Generator Loss: 3.7000
Step 75/64 Epoch 1/2... Discriminator Loss: 2.0083... Generator Loss: 0.3074
Step 80/64 Epoch 1/2... Discriminator Loss: 1.5452... Generator Loss: 0.7421
Step 85/64 Epoch 1/2... Discriminator Loss: 1.7474... Generator Loss: 0.3588
Step 90/64 Epoch 1/2... Discriminator Loss: 1.6791... Generator Loss: 1.2858
Step 95/64 Epoch 1/2... Discriminator Loss: 1.7035... Generator Loss: 0.4276
Step 100/64 Epoch 1/2... Discriminator Loss: 1.5871... Generator Loss: 0.5098
Step 105/64 Epoch 1/2... Discriminator Loss: 1.7443... Generator Loss: 0.3961
Step 110/64 Epoch 1/2... Discriminator Loss: 1.2400... Generator Loss: 1.1781
Step 115/64 Epoch 1/2... Discriminator Loss: 1.4189... Generator Loss: 0.4708
Step 120/64 Epoch 1/2... Discriminator Loss: 1.3186... Generator Loss: 1.0331
Step 125/64 Epoch 1/2... Discriminator Loss: 1.8420... Generator Loss: 0.3450
Step 130/64 Epoch 1/2... Discriminator Loss: 1.3600... Generator Loss: 0.6282
Step 135/64 Epoch 1/2... Discriminator Loss: 1.7125... Generator Loss: 0.3841
Step 140/64 Epoch 1/2... Discriminator Loss: 1.6409... Generator Loss: 1.5601
Step 145/64 Epoch 1/2... Discriminator Loss: 1.5107... Generator Loss: 0.4745
Step 150/64 Epoch 1/2... Discriminator Loss: 1.5565... Generator Loss: 0.9424
Step 155/64 Epoch 1/2... Discriminator Loss: 1.4184... Generator Loss: 0.6204
Step 160/64 Epoch 1/2... Discriminator Loss: 1.4852... Generator Loss: 0.4895
Step 165/64 Epoch 1/2... Discriminator Loss: 1.2170... Generator Loss: 0.9922
Step 170/64 Epoch 1/2... Discriminator Loss: 1.9985... Generator Loss: 0.2888
Step 175/64 Epoch 1/2... Discriminator Loss: 1.2397... Generator Loss: 0.8586
Step 180/64 Epoch 1/2... Discriminator Loss: 1.6248... Generator Loss: 0.4599
Step 185/64 Epoch 1/2... Discriminator Loss: 1.4487... Generator Loss: 1.2531
Step 190/64 Epoch 1/2... Discriminator Loss: 1.6725... Generator Loss: 0.4203
Step 195/64 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 1.3874
Step 200/64 Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 0.6071
Step 205/64 Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 1.7255
Step 210/64 Epoch 1/2... Discriminator Loss: 1.4559... Generator Loss: 0.6279
Step 215/64 Epoch 1/2... Discriminator Loss: 1.2726... Generator Loss: 0.7146
Step 220/64 Epoch 1/2... Discriminator Loss: 1.4203... Generator Loss: 0.4348
Step 225/64 Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 1.5437
Step 230/64 Epoch 1/2... Discriminator Loss: 1.6326... Generator Loss: 0.4486
Step 235/64 Epoch 1/2... Discriminator Loss: 1.2888... Generator Loss: 1.4671
Step 240/64 Epoch 1/2... Discriminator Loss: 1.2557... Generator Loss: 0.7371
Step 245/64 Epoch 1/2... Discriminator Loss: 1.2186... Generator Loss: 0.8031
Step 250/64 Epoch 1/2... Discriminator Loss: 1.4722... Generator Loss: 0.5228
Step 255/64 Epoch 1/2... Discriminator Loss: 1.2235... Generator Loss: 1.5255
Step 260/64 Epoch 1/2... Discriminator Loss: 1.1967... Generator Loss: 0.7869
Step 265/64 Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 0.8224
Step 270/64 Epoch 1/2... Discriminator Loss: 1.0797... Generator Loss: 1.3323
Step 275/64 Epoch 1/2... Discriminator Loss: 1.5154... Generator Loss: 0.4727
Step 280/64 Epoch 1/2... Discriminator Loss: 1.1270... Generator Loss: 0.9434
Step 285/64 Epoch 1/2... Discriminator Loss: 1.1338... Generator Loss: 1.0064
Step 290/64 Epoch 1/2... Discriminator Loss: 1.1243... Generator Loss: 0.8779
Step 295/64 Epoch 1/2... Discriminator Loss: 1.3021... Generator Loss: 0.5949
Step 300/64 Epoch 1/2... Discriminator Loss: 1.0180... Generator Loss: 1.1372
Step 305/64 Epoch 1/2... Discriminator Loss: 1.1379... Generator Loss: 0.6809
Step 310/64 Epoch 1/2... Discriminator Loss: 1.4205... Generator Loss: 1.6501
Step 315/64 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.5036
Step 320/64 Epoch 1/2... Discriminator Loss: 1.1500... Generator Loss: 0.7810
Step 325/64 Epoch 1/2... Discriminator Loss: 1.4752... Generator Loss: 0.4589
Step 330/64 Epoch 1/2... Discriminator Loss: 1.0072... Generator Loss: 1.0315
Step 335/64 Epoch 1/2... Discriminator Loss: 1.3040... Generator Loss: 0.5964
Step 340/64 Epoch 1/2... Discriminator Loss: 1.1061... Generator Loss: 1.6187
Step 345/64 Epoch 1/2... Discriminator Loss: 1.5083... Generator Loss: 0.4920
Step 350/64 Epoch 1/2... Discriminator Loss: 1.1768... Generator Loss: 0.8856
Step 355/64 Epoch 1/2... Discriminator Loss: 1.4508... Generator Loss: 0.4840
Step 360/64 Epoch 1/2... Discriminator Loss: 1.2265... Generator Loss: 1.3446
Step 365/64 Epoch 1/2... Discriminator Loss: 1.1965... Generator Loss: 0.6657
Step 370/64 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 2.0352
Step 375/64 Epoch 1/2... Discriminator Loss: 0.8656... Generator Loss: 1.1388
Step 380/64 Epoch 1/2... Discriminator Loss: 1.1609... Generator Loss: 1.5039
Step 385/64 Epoch 1/2... Discriminator Loss: 1.2816... Generator Loss: 0.5963
Step 390/64 Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.6304
Step 395/64 Epoch 1/2... Discriminator Loss: 1.0431... Generator Loss: 1.4775
Step 400/64 Epoch 1/2... Discriminator Loss: 1.6799... Generator Loss: 0.4042
Step 405/64 Epoch 1/2... Discriminator Loss: 0.9360... Generator Loss: 1.7299
Step 410/64 Epoch 1/2... Discriminator Loss: 1.1997... Generator Loss: 0.7970
Step 415/64 Epoch 1/2... Discriminator Loss: 1.0181... Generator Loss: 0.8220
Step 420/64 Epoch 1/2... Discriminator Loss: 0.9252... Generator Loss: 1.4309
Step 425/64 Epoch 1/2... Discriminator Loss: 0.9928... Generator Loss: 1.2196
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Step 835/64 Epoch 1/2... Discriminator Loss: 1.1986... Generator Loss: 0.6764
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Step 865/64 Epoch 1/2... Discriminator Loss: 1.1059... Generator Loss: 1.6100
Step 870/64 Epoch 1/2... Discriminator Loss: 1.4569... Generator Loss: 0.4749
Step 875/64 Epoch 1/2... Discriminator Loss: 1.0774... Generator Loss: 1.1985
Step 880/64 Epoch 1/2... Discriminator Loss: 1.2577... Generator Loss: 0.9116
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Step 915/64 Epoch 1/2... Discriminator Loss: 1.2234... Generator Loss: 1.2296
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Step 935/64 Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 0.5800
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Step 955/64 Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 0.7562
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Step 965/64 Epoch 1/2... Discriminator Loss: 1.5502... Generator Loss: 0.5914
Step 970/64 Epoch 1/2... Discriminator Loss: 1.1593... Generator Loss: 1.5755
Step 975/64 Epoch 1/2... Discriminator Loss: 1.2232... Generator Loss: 0.7000
Step 980/64 Epoch 1/2... Discriminator Loss: 1.2077... Generator Loss: 0.6577
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Step 990/64 Epoch 1/2... Discriminator Loss: 1.3803... Generator Loss: 0.6436
Step 995/64 Epoch 1/2... Discriminator Loss: 1.0853... Generator Loss: 0.7909
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Step 1015/64 Epoch 1/2... Discriminator Loss: 1.0582... Generator Loss: 1.1174
Step 1020/64 Epoch 1/2... Discriminator Loss: 1.5631... Generator Loss: 0.5304
Step 1025/64 Epoch 1/2... Discriminator Loss: 1.2386... Generator Loss: 1.3979
Step 1030/64 Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 0.6183
Step 1035/64 Epoch 1/2... Discriminator Loss: 1.1159... Generator Loss: 1.2236
Step 1040/64 Epoch 1/2... Discriminator Loss: 1.4223... Generator Loss: 0.5620
Step 1045/64 Epoch 1/2... Discriminator Loss: 1.3300... Generator Loss: 0.6307
Step 1050/64 Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.7415
Step 1055/64 Epoch 1/2... Discriminator Loss: 1.1736... Generator Loss: 0.7124
Step 1060/64 Epoch 1/2... Discriminator Loss: 1.2895... Generator Loss: 2.0679
Step 1065/64 Epoch 1/2... Discriminator Loss: 1.4505... Generator Loss: 0.5618
Step 1070/64 Epoch 1/2... Discriminator Loss: 1.1971... Generator Loss: 1.3160
Step 1075/64 Epoch 1/2... Discriminator Loss: 1.4473... Generator Loss: 0.5687
Step 1080/64 Epoch 1/2... Discriminator Loss: 1.4134... Generator Loss: 0.4959
Step 1085/64 Epoch 1/2... Discriminator Loss: 1.1468... Generator Loss: 0.8512
Step 1090/64 Epoch 1/2... Discriminator Loss: 1.1441... Generator Loss: 1.1356
Step 1095/64 Epoch 1/2... Discriminator Loss: 1.4192... Generator Loss: 0.4399
Step 1100/64 Epoch 1/2... Discriminator Loss: 1.2458... Generator Loss: 0.9872
Step 1105/64 Epoch 1/2... Discriminator Loss: 1.3377... Generator Loss: 0.6860
Step 1110/64 Epoch 1/2... Discriminator Loss: 1.2740... Generator Loss: 0.5368
Step 1115/64 Epoch 1/2... Discriminator Loss: 1.6770... Generator Loss: 0.3983
Step 1120/64 Epoch 1/2... Discriminator Loss: 1.2036... Generator Loss: 1.3002
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Step 1130/64 Epoch 1/2... Discriminator Loss: 1.3953... Generator Loss: 0.5987
Step 1135/64 Epoch 1/2... Discriminator Loss: 1.0533... Generator Loss: 1.1909
Step 1140/64 Epoch 1/2... Discriminator Loss: 1.1444... Generator Loss: 0.7254
Step 1145/64 Epoch 1/2... Discriminator Loss: 1.1278... Generator Loss: 0.9212
Step 1150/64 Epoch 1/2... Discriminator Loss: 1.1125... Generator Loss: 0.8971
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Step 1165/64 Epoch 1/2... Discriminator Loss: 1.2397... Generator Loss: 1.6478
Step 1170/64 Epoch 1/2... Discriminator Loss: 1.1966... Generator Loss: 0.9528
Step 1175/64 Epoch 1/2... Discriminator Loss: 1.1676... Generator Loss: 1.2032
Step 1180/64 Epoch 1/2... Discriminator Loss: 1.2083... Generator Loss: 1.0439
Step 1185/64 Epoch 1/2... Discriminator Loss: 1.4131... Generator Loss: 0.6425
Step 1190/64 Epoch 1/2... Discriminator Loss: 1.0258... Generator Loss: 2.0440
Step 1195/64 Epoch 1/2... Discriminator Loss: 1.3078... Generator Loss: 0.6139
Step 1200/64 Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.5982
Step 1205/64 Epoch 1/2... Discriminator Loss: 1.0525... Generator Loss: 1.1200
Step 1210/64 Epoch 1/2... Discriminator Loss: 1.1445... Generator Loss: 1.1319
Step 1215/64 Epoch 1/2... Discriminator Loss: 1.5487... Generator Loss: 0.4952
Step 1220/64 Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 1.2900
Step 1225/64 Epoch 1/2... Discriminator Loss: 1.4032... Generator Loss: 0.6611
Step 1230/64 Epoch 1/2... Discriminator Loss: 1.0549... Generator Loss: 0.9275
Step 1235/64 Epoch 1/2... Discriminator Loss: 1.0824... Generator Loss: 0.9222
Step 1240/64 Epoch 1/2... Discriminator Loss: 1.0614... Generator Loss: 1.1241
Step 1245/64 Epoch 1/2... Discriminator Loss: 0.9814... Generator Loss: 0.9032
Step 1250/64 Epoch 1/2... Discriminator Loss: 1.3317... Generator Loss: 0.5939
Step 1255/64 Epoch 1/2... Discriminator Loss: 1.0237... Generator Loss: 1.2239
Step 1260/64 Epoch 1/2... Discriminator Loss: 1.4135... Generator Loss: 0.5655
Step 1265/64 Epoch 1/2... Discriminator Loss: 1.1672... Generator Loss: 1.3346
Step 1270/64 Epoch 1/2... Discriminator Loss: 1.3851... Generator Loss: 0.5648
Step 1275/64 Epoch 1/2... Discriminator Loss: 1.0582... Generator Loss: 1.0021
Step 1280/64 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.5881
Step 1285/64 Epoch 1/2... Discriminator Loss: 1.3292... Generator Loss: 0.7948
Step 1290/64 Epoch 1/2... Discriminator Loss: 1.0507... Generator Loss: 1.0293
Step 1295/64 Epoch 1/2... Discriminator Loss: 1.1511... Generator Loss: 1.2884
Step 1300/64 Epoch 1/2... Discriminator Loss: 1.2218... Generator Loss: 0.8141
Step 1305/64 Epoch 1/2... Discriminator Loss: 1.0753... Generator Loss: 1.0030
Step 1310/64 Epoch 1/2... Discriminator Loss: 1.2383... Generator Loss: 0.7859
Step 1315/64 Epoch 1/2... Discriminator Loss: 1.5148... Generator Loss: 0.4315
Step 1320/64 Epoch 1/2... Discriminator Loss: 1.0829... Generator Loss: 0.9105
Step 1325/64 Epoch 1/2... Discriminator Loss: 1.1029... Generator Loss: 0.8588
Step 1330/64 Epoch 1/2... Discriminator Loss: 1.6293... Generator Loss: 0.4291
Step 1335/64 Epoch 1/2... Discriminator Loss: 1.0226... Generator Loss: 1.5745
Step 1340/64 Epoch 1/2... Discriminator Loss: 1.4338... Generator Loss: 0.6076
Step 1345/64 Epoch 1/2... Discriminator Loss: 1.1693... Generator Loss: 1.3888
Step 1350/64 Epoch 1/2... Discriminator Loss: 1.3836... Generator Loss: 0.4755
Step 1355/64 Epoch 1/2... Discriminator Loss: 1.2219... Generator Loss: 0.7932
Step 1360/64 Epoch 1/2... Discriminator Loss: 1.0399... Generator Loss: 1.1329
Step 1365/64 Epoch 1/2... Discriminator Loss: 1.1901... Generator Loss: 0.7264
Step 1370/64 Epoch 1/2... Discriminator Loss: 1.2637... Generator Loss: 1.4200
Step 1375/64 Epoch 1/2... Discriminator Loss: 1.0902... Generator Loss: 0.9348
Step 1380/64 Epoch 1/2... Discriminator Loss: 1.1452... Generator Loss: 1.2616
Step 1385/64 Epoch 1/2... Discriminator Loss: 1.7050... Generator Loss: 0.3376
Step 1390/64 Epoch 1/2... Discriminator Loss: 1.0927... Generator Loss: 1.2420
Step 1395/64 Epoch 1/2... Discriminator Loss: 1.7739... Generator Loss: 0.3408
Step 1400/64 Epoch 1/2... Discriminator Loss: 1.0880... Generator Loss: 1.2106
Step 1405/64 Epoch 1/2... Discriminator Loss: 1.4097... Generator Loss: 0.6524
Step 1410/64 Epoch 1/2... Discriminator Loss: 1.0808... Generator Loss: 1.0557
Step 1415/64 Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 0.7699
Step 1420/64 Epoch 1/2... Discriminator Loss: 1.1254... Generator Loss: 0.9047
Step 1425/64 Epoch 1/2... Discriminator Loss: 1.2677... Generator Loss: 0.7604
Step 1430/64 Epoch 1/2... Discriminator Loss: 1.1850... Generator Loss: 0.6809
Step 1435/64 Epoch 1/2... Discriminator Loss: 1.1293... Generator Loss: 0.7323
Step 1440/64 Epoch 1/2... Discriminator Loss: 1.5323... Generator Loss: 0.4872
Step 1445/64 Epoch 1/2... Discriminator Loss: 1.2812... Generator Loss: 0.6130
Step 1450/64 Epoch 1/2... Discriminator Loss: 1.5060... Generator Loss: 0.4602
Step 1455/64 Epoch 1/2... Discriminator Loss: 1.2754... Generator Loss: 1.8398
Step 1460/64 Epoch 1/2... Discriminator Loss: 0.9718... Generator Loss: 1.1402
Step 1465/64 Epoch 1/2... Discriminator Loss: 1.1117... Generator Loss: 0.9907
Step 1470/64 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 0.7545
Step 1475/64 Epoch 1/2... Discriminator Loss: 1.0269... Generator Loss: 0.9925
Step 1480/64 Epoch 1/2... Discriminator Loss: 1.0618... Generator Loss: 1.8767
Step 1485/64 Epoch 1/2... Discriminator Loss: 1.2168... Generator Loss: 0.9900
Step 1490/64 Epoch 1/2... Discriminator Loss: 1.3352... Generator Loss: 0.5672
Step 1495/64 Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 0.7744
Step 1500/64 Epoch 1/2... Discriminator Loss: 1.3093... Generator Loss: 0.6598
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Step 1510/64 Epoch 1/2... Discriminator Loss: 1.0969... Generator Loss: 1.0101
Step 1515/64 Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 0.8230
Step 1520/64 Epoch 1/2... Discriminator Loss: 1.5985... Generator Loss: 0.4135
Step 1525/64 Epoch 1/2... Discriminator Loss: 1.1140... Generator Loss: 1.0472
Step 1530/64 Epoch 1/2... Discriminator Loss: 1.6259... Generator Loss: 0.4606
Step 1535/64 Epoch 1/2... Discriminator Loss: 0.9549... Generator Loss: 1.1248
Step 1540/64 Epoch 1/2... Discriminator Loss: 1.0547... Generator Loss: 0.9002
Step 1545/64 Epoch 1/2... Discriminator Loss: 1.1280... Generator Loss: 1.0123
Step 1550/64 Epoch 1/2... Discriminator Loss: 1.2846... Generator Loss: 1.5117
Step 1555/64 Epoch 1/2... Discriminator Loss: 1.0590... Generator Loss: 0.8510
Step 1560/64 Epoch 1/2... Discriminator Loss: 1.0449... Generator Loss: 0.7772
Step 1565/64 Epoch 1/2... Discriminator Loss: 1.1311... Generator Loss: 1.4947
Step 1570/64 Epoch 1/2... Discriminator Loss: 1.2260... Generator Loss: 0.5784
Step 1575/64 Epoch 1/2... Discriminator Loss: 0.9988... Generator Loss: 1.1937
Step 1580/64 Epoch 1/2... Discriminator Loss: 1.1922... Generator Loss: 0.6686
Step 1585/64 Epoch 1/2... Discriminator Loss: 1.4499... Generator Loss: 0.5346
Step 1590/64 Epoch 1/2... Discriminator Loss: 1.0406... Generator Loss: 0.8218
Step 1595/64 Epoch 1/2... Discriminator Loss: 1.1075... Generator Loss: 1.5457
Step 1600/64 Epoch 1/2... Discriminator Loss: 1.2040... Generator Loss: 0.9416
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Step 1610/64 Epoch 1/2... Discriminator Loss: 1.1665... Generator Loss: 1.4030
Step 1615/64 Epoch 1/2... Discriminator Loss: 1.0561... Generator Loss: 1.0287
Step 1620/64 Epoch 1/2... Discriminator Loss: 1.1701... Generator Loss: 0.6688
Step 1625/64 Epoch 1/2... Discriminator Loss: 1.1733... Generator Loss: 1.1755
Step 1630/64 Epoch 1/2... Discriminator Loss: 1.1888... Generator Loss: 0.8768
Step 1635/64 Epoch 1/2... Discriminator Loss: 1.1142... Generator Loss: 1.0188
Step 1640/64 Epoch 1/2... Discriminator Loss: 1.3533... Generator Loss: 0.6445
Step 1645/64 Epoch 1/2... Discriminator Loss: 1.0856... Generator Loss: 1.8959
Step 1650/64 Epoch 1/2... Discriminator Loss: 1.1965... Generator Loss: 0.9155
Step 1655/64 Epoch 1/2... Discriminator Loss: 1.1362... Generator Loss: 0.9024
Step 1660/64 Epoch 1/2... Discriminator Loss: 1.2021... Generator Loss: 0.7642
Step 1665/64 Epoch 1/2... Discriminator Loss: 1.2824... Generator Loss: 1.3757
Step 1670/64 Epoch 1/2... Discriminator Loss: 1.1908... Generator Loss: 0.7215
Step 1675/64 Epoch 1/2... Discriminator Loss: 1.1533... Generator Loss: 0.7922
Step 1680/64 Epoch 1/2... Discriminator Loss: 1.1119... Generator Loss: 0.7396
Step 1685/64 Epoch 1/2... Discriminator Loss: 1.4541... Generator Loss: 0.7841
Step 1690/64 Epoch 1/2... Discriminator Loss: 1.1226... Generator Loss: 0.9501
Step 1695/64 Epoch 1/2... Discriminator Loss: 1.0906... Generator Loss: 0.9956
Step 1700/64 Epoch 1/2... Discriminator Loss: 1.0128... Generator Loss: 0.7323
Step 1705/64 Epoch 1/2... Discriminator Loss: 1.1544... Generator Loss: 1.7056
Step 1710/64 Epoch 1/2... Discriminator Loss: 1.3045... Generator Loss: 0.6203
Step 1715/64 Epoch 1/2... Discriminator Loss: 1.0645... Generator Loss: 1.1217
Step 1720/64 Epoch 1/2... Discriminator Loss: 1.6310... Generator Loss: 0.4775
Step 1725/64 Epoch 1/2... Discriminator Loss: 1.0078... Generator Loss: 1.2446
Step 1730/64 Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.6831
Step 1735/64 Epoch 1/2... Discriminator Loss: 1.4717... Generator Loss: 0.6538
Step 1740/64 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.6521
Step 1745/64 Epoch 1/2... Discriminator Loss: 1.7867... Generator Loss: 0.3438
Step 1750/64 Epoch 1/2... Discriminator Loss: 1.1975... Generator Loss: 1.6904
Step 1755/64 Epoch 1/2... Discriminator Loss: 1.2171... Generator Loss: 0.7818
Step 1760/64 Epoch 1/2... Discriminator Loss: 1.0578... Generator Loss: 1.3312
Step 1765/64 Epoch 1/2... Discriminator Loss: 1.2999... Generator Loss: 0.5360
Step 1770/64 Epoch 1/2... Discriminator Loss: 1.3135... Generator Loss: 0.6829
Step 1775/64 Epoch 1/2... Discriminator Loss: 1.1433... Generator Loss: 1.3175
Step 1780/64 Epoch 1/2... Discriminator Loss: 1.1554... Generator Loss: 0.8813
Step 1785/64 Epoch 1/2... Discriminator Loss: 1.3846... Generator Loss: 0.6343
Step 1790/64 Epoch 1/2... Discriminator Loss: 1.4783... Generator Loss: 0.5295
Step 1795/64 Epoch 1/2... Discriminator Loss: 1.2266... Generator Loss: 0.6875
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Step 1805/64 Epoch 1/2... Discriminator Loss: 1.5838... Generator Loss: 0.4999
Step 1810/64 Epoch 1/2... Discriminator Loss: 1.1093... Generator Loss: 1.3023
Step 1815/64 Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 0.8943
Step 1820/64 Epoch 1/2... Discriminator Loss: 1.5760... Generator Loss: 0.5664
Step 1825/64 Epoch 1/2... Discriminator Loss: 1.0214... Generator Loss: 0.9378
Step 1830/64 Epoch 1/2... Discriminator Loss: 1.5713... Generator Loss: 0.4000
Step 1835/64 Epoch 1/2... Discriminator Loss: 1.0429... Generator Loss: 0.7696
Step 1840/64 Epoch 1/2... Discriminator Loss: 1.3624... Generator Loss: 0.5796
Step 1845/64 Epoch 1/2... Discriminator Loss: 1.1019... Generator Loss: 0.9994
Step 1850/64 Epoch 1/2... Discriminator Loss: 1.2391... Generator Loss: 0.7353
Step 1855/64 Epoch 1/2... Discriminator Loss: 1.0129... Generator Loss: 1.4893
Step 1860/64 Epoch 1/2... Discriminator Loss: 1.5228... Generator Loss: 0.4823
Step 1865/64 Epoch 1/2... Discriminator Loss: 1.3601... Generator Loss: 0.6367
Step 1870/64 Epoch 1/2... Discriminator Loss: 1.0421... Generator Loss: 1.2427
Step 1875/64 Epoch 1/2... Discriminator Loss: 1.3801... Generator Loss: 0.5849
Step 1880/64 Epoch 2/2... Discriminator Loss: 1.2804... Generator Loss: 0.6818
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Step 1895/64 Epoch 2/2... Discriminator Loss: 0.8859... Generator Loss: 1.3350
Step 1900/64 Epoch 2/2... Discriminator Loss: 1.0777... Generator Loss: 0.6897
Step 1905/64 Epoch 2/2... Discriminator Loss: 0.9661... Generator Loss: 1.0619
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Step 1915/64 Epoch 2/2... Discriminator Loss: 1.0832... Generator Loss: 1.3916
Step 1920/64 Epoch 2/2... Discriminator Loss: 1.0463... Generator Loss: 0.8870
Step 1925/64 Epoch 2/2... Discriminator Loss: 1.4336... Generator Loss: 0.4710
Step 1930/64 Epoch 2/2... Discriminator Loss: 1.0568... Generator Loss: 1.1294
Step 1935/64 Epoch 2/2... Discriminator Loss: 1.3788... Generator Loss: 0.6715
Step 1940/64 Epoch 2/2... Discriminator Loss: 1.0317... Generator Loss: 1.5672
Step 1945/64 Epoch 2/2... Discriminator Loss: 1.1193... Generator Loss: 0.8281
Step 1950/64 Epoch 2/2... Discriminator Loss: 0.9994... Generator Loss: 0.9654
Step 1955/64 Epoch 2/2... Discriminator Loss: 1.0285... Generator Loss: 0.9668
Step 1960/64 Epoch 2/2... Discriminator Loss: 1.0513... Generator Loss: 0.8095
Step 1965/64 Epoch 2/2... Discriminator Loss: 1.1363... Generator Loss: 0.6981
Step 1970/64 Epoch 2/2... Discriminator Loss: 1.0018... Generator Loss: 1.0011
Step 1975/64 Epoch 2/2... Discriminator Loss: 1.7468... Generator Loss: 0.3914
Step 1980/64 Epoch 2/2... Discriminator Loss: 2.9565... Generator Loss: 3.0548
Step 1985/64 Epoch 2/2... Discriminator Loss: 1.3189... Generator Loss: 0.8175
Step 1990/64 Epoch 2/2... Discriminator Loss: 1.2665... Generator Loss: 0.7050
Step 1995/64 Epoch 2/2... Discriminator Loss: 1.1873... Generator Loss: 0.8217
Step 2000/64 Epoch 2/2... Discriminator Loss: 1.0797... Generator Loss: 0.8520
Step 2005/64 Epoch 2/2... Discriminator Loss: 1.3493... Generator Loss: 0.6435
Step 2010/64 Epoch 2/2... Discriminator Loss: 0.9223... Generator Loss: 1.1819
Step 2015/64 Epoch 2/2... Discriminator Loss: 1.0871... Generator Loss: 1.0413
Step 2020/64 Epoch 2/2... Discriminator Loss: 0.9496... Generator Loss: 1.0971
Step 2025/64 Epoch 2/2... Discriminator Loss: 1.1430... Generator Loss: 0.8338
Step 2030/64 Epoch 2/2... Discriminator Loss: 1.1612... Generator Loss: 0.8573
Step 2035/64 Epoch 2/2... Discriminator Loss: 1.5531... Generator Loss: 0.4798
Step 2040/64 Epoch 2/2... Discriminator Loss: 1.1994... Generator Loss: 0.7702
Step 2045/64 Epoch 2/2... Discriminator Loss: 1.2675... Generator Loss: 0.7717
Step 2050/64 Epoch 2/2... Discriminator Loss: 1.2268... Generator Loss: 1.0210
Step 2055/64 Epoch 2/2... Discriminator Loss: 1.1419... Generator Loss: 0.7605
Step 2060/64 Epoch 2/2... Discriminator Loss: 1.3824... Generator Loss: 0.4738
Step 2065/64 Epoch 2/2... Discriminator Loss: 1.1505... Generator Loss: 1.0377
Step 2070/64 Epoch 2/2... Discriminator Loss: 1.0585... Generator Loss: 0.9847
Step 2075/64 Epoch 2/2... Discriminator Loss: 1.1787... Generator Loss: 1.6057
Step 2080/64 Epoch 2/2... Discriminator Loss: 1.1837... Generator Loss: 0.6664
Step 2085/64 Epoch 2/2... Discriminator Loss: 1.2314... Generator Loss: 0.7514
Step 2090/64 Epoch 2/2... Discriminator Loss: 1.3872... Generator Loss: 0.7070
Step 2095/64 Epoch 2/2... Discriminator Loss: 1.1494... Generator Loss: 0.7990
Step 2100/64 Epoch 2/2... Discriminator Loss: 1.3729... Generator Loss: 0.5924
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Step 2110/64 Epoch 2/2... Discriminator Loss: 1.0455... Generator Loss: 1.3907
Step 2115/64 Epoch 2/2... Discriminator Loss: 1.1243... Generator Loss: 0.8851
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Step 2135/64 Epoch 2/2... Discriminator Loss: 1.2056... Generator Loss: 0.7797
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Step 2145/64 Epoch 2/2... Discriminator Loss: 1.2851... Generator Loss: 0.8366
Step 2150/64 Epoch 2/2... Discriminator Loss: 1.0679... Generator Loss: 0.9238
Step 2155/64 Epoch 2/2... Discriminator Loss: 0.9590... Generator Loss: 0.9885
Step 2160/64 Epoch 2/2... Discriminator Loss: 1.2179... Generator Loss: 1.2220
Step 2165/64 Epoch 2/2... Discriminator Loss: 1.5864... Generator Loss: 0.3527
Step 2170/64 Epoch 2/2... Discriminator Loss: 1.2304... Generator Loss: 1.8464
Step 2175/64 Epoch 2/2... Discriminator Loss: 1.2341... Generator Loss: 0.7905
Step 2180/64 Epoch 2/2... Discriminator Loss: 1.3441... Generator Loss: 0.6279
Step 2185/64 Epoch 2/2... Discriminator Loss: 1.3597... Generator Loss: 0.5259
Step 2190/64 Epoch 2/2... Discriminator Loss: 1.1333... Generator Loss: 1.3879
Step 2195/64 Epoch 2/2... Discriminator Loss: 1.5604... Generator Loss: 0.4045
Step 2200/64 Epoch 2/2... Discriminator Loss: 0.9953... Generator Loss: 1.9876
Step 2205/64 Epoch 2/2... Discriminator Loss: 1.2478... Generator Loss: 0.6579
Step 2210/64 Epoch 2/2... Discriminator Loss: 1.1536... Generator Loss: 1.5977
Step 2215/64 Epoch 2/2... Discriminator Loss: 1.3873... Generator Loss: 0.6024
Step 2220/64 Epoch 2/2... Discriminator Loss: 1.3753... Generator Loss: 0.6303
Step 2225/64 Epoch 2/2... Discriminator Loss: 1.0252... Generator Loss: 0.8995
Step 2230/64 Epoch 2/2... Discriminator Loss: 1.1151... Generator Loss: 1.1135
Step 2235/64 Epoch 2/2... Discriminator Loss: 1.6243... Generator Loss: 0.4612
Step 2240/64 Epoch 2/2... Discriminator Loss: 0.9859... Generator Loss: 1.2070
Step 2245/64 Epoch 2/2... Discriminator Loss: 1.3842... Generator Loss: 1.5022
Step 2250/64 Epoch 2/2... Discriminator Loss: 1.0119... Generator Loss: 1.1563
Step 2255/64 Epoch 2/2... Discriminator Loss: 1.2980... Generator Loss: 0.6587
Step 2260/64 Epoch 2/2... Discriminator Loss: 0.9676... Generator Loss: 1.4946
Step 2265/64 Epoch 2/2... Discriminator Loss: 1.2101... Generator Loss: 0.6079
Step 2270/64 Epoch 2/2... Discriminator Loss: 1.1869... Generator Loss: 1.5130
Step 2275/64 Epoch 2/2... Discriminator Loss: 1.3424... Generator Loss: 0.5998
Step 2280/64 Epoch 2/2... Discriminator Loss: 1.0280... Generator Loss: 0.9936
Step 2285/64 Epoch 2/2... Discriminator Loss: 1.0196... Generator Loss: 1.0487
Step 2290/64 Epoch 2/2... Discriminator Loss: 1.6671... Generator Loss: 0.4303
Step 2295/64 Epoch 2/2... Discriminator Loss: 0.8738... Generator Loss: 1.3392
Step 2300/64 Epoch 2/2... Discriminator Loss: 1.5210... Generator Loss: 0.4755
Step 2305/64 Epoch 2/2... Discriminator Loss: 1.9539... Generator Loss: 2.6432
Step 2310/64 Epoch 2/2... Discriminator Loss: 1.7640... Generator Loss: 0.3434
Step 2315/64 Epoch 2/2... Discriminator Loss: 1.2118... Generator Loss: 0.8007
Step 2320/64 Epoch 2/2... Discriminator Loss: 1.2531... Generator Loss: 0.6821
Step 2325/64 Epoch 2/2... Discriminator Loss: 1.1006... Generator Loss: 0.7813
Step 2330/64 Epoch 2/2... Discriminator Loss: 1.2598... Generator Loss: 0.7733
Step 2335/64 Epoch 2/2... Discriminator Loss: 1.1228... Generator Loss: 1.4565
Step 2340/64 Epoch 2/2... Discriminator Loss: 1.1287... Generator Loss: 0.9711
Step 2345/64 Epoch 2/2... Discriminator Loss: 1.3894... Generator Loss: 0.6499
Step 2350/64 Epoch 2/2... Discriminator Loss: 1.0338... Generator Loss: 0.7685
Step 2355/64 Epoch 2/2... Discriminator Loss: 1.0395... Generator Loss: 0.8144
Step 2360/64 Epoch 2/2... Discriminator Loss: 1.0627... Generator Loss: 0.8747
Step 2365/64 Epoch 2/2... Discriminator Loss: 1.0475... Generator Loss: 0.9349
Step 2370/64 Epoch 2/2... Discriminator Loss: 1.1639... Generator Loss: 0.8759
Step 2375/64 Epoch 2/2... Discriminator Loss: 1.1759... Generator Loss: 0.8189
Step 2380/64 Epoch 2/2... Discriminator Loss: 1.1554... Generator Loss: 0.8416
Step 2385/64 Epoch 2/2... Discriminator Loss: 1.4335... Generator Loss: 0.4813
Step 2390/64 Epoch 2/2... Discriminator Loss: 0.9879... Generator Loss: 0.9210
Step 2395/64 Epoch 2/2... Discriminator Loss: 0.9379... Generator Loss: 1.3209
Step 2400/64 Epoch 2/2... Discriminator Loss: 0.9251... Generator Loss: 1.3622
Step 2405/64 Epoch 2/2... Discriminator Loss: 1.5199... Generator Loss: 0.4743
Step 2410/64 Epoch 2/2... Discriminator Loss: 1.1942... Generator Loss: 0.7558
Step 2415/64 Epoch 2/2... Discriminator Loss: 1.4762... Generator Loss: 0.5367
Step 2420/64 Epoch 2/2... Discriminator Loss: 1.3969... Generator Loss: 0.4563
Step 2425/64 Epoch 2/2... Discriminator Loss: 1.2214... Generator Loss: 0.6928
Step 2430/64 Epoch 2/2... Discriminator Loss: 0.9756... Generator Loss: 1.2205
Step 2435/64 Epoch 2/2... Discriminator Loss: 1.0382... Generator Loss: 0.9358
Step 2440/64 Epoch 2/2... Discriminator Loss: 0.9978... Generator Loss: 1.0076
Step 2445/64 Epoch 2/2... Discriminator Loss: 1.1866... Generator Loss: 0.6985
Step 2450/64 Epoch 2/2... Discriminator Loss: 1.1932... Generator Loss: 0.7501
Step 2455/64 Epoch 2/2... Discriminator Loss: 1.2378... Generator Loss: 2.0790
Step 2460/64 Epoch 2/2... Discriminator Loss: 1.4936... Generator Loss: 0.5467
Step 2465/64 Epoch 2/2... Discriminator Loss: 1.0217... Generator Loss: 0.8158
Step 2470/64 Epoch 2/2... Discriminator Loss: 0.9661... Generator Loss: 1.7604
Step 2475/64 Epoch 2/2... Discriminator Loss: 0.9449... Generator Loss: 1.1448
Step 2480/64 Epoch 2/2... Discriminator Loss: 0.9212... Generator Loss: 1.4532
Step 2485/64 Epoch 2/2... Discriminator Loss: 1.8562... Generator Loss: 0.3799
Step 2490/64 Epoch 2/2... Discriminator Loss: 1.0484... Generator Loss: 1.1503
Step 2495/64 Epoch 2/2... Discriminator Loss: 0.9478... Generator Loss: 1.0639
Step 2500/64 Epoch 2/2... Discriminator Loss: 1.2475... Generator Loss: 0.7902
Step 2505/64 Epoch 2/2... Discriminator Loss: 1.1403... Generator Loss: 1.6911
Step 2510/64 Epoch 2/2... Discriminator Loss: 1.3977... Generator Loss: 0.5383
Step 2515/64 Epoch 2/2... Discriminator Loss: 1.2043... Generator Loss: 0.6894
Step 2520/64 Epoch 2/2... Discriminator Loss: 1.1960... Generator Loss: 1.5019
Step 2525/64 Epoch 2/2... Discriminator Loss: 1.1562... Generator Loss: 0.8121
Step 2530/64 Epoch 2/2... Discriminator Loss: 1.1776... Generator Loss: 0.7587
Step 2535/64 Epoch 2/2... Discriminator Loss: 1.2070... Generator Loss: 1.3674
Step 2540/64 Epoch 2/2... Discriminator Loss: 1.1042... Generator Loss: 0.7854
Step 2545/64 Epoch 2/2... Discriminator Loss: 0.9202... Generator Loss: 1.1095
Step 2550/64 Epoch 2/2... Discriminator Loss: 1.1135... Generator Loss: 0.7894
Step 2555/64 Epoch 2/2... Discriminator Loss: 0.8954... Generator Loss: 1.2815
Step 2560/64 Epoch 2/2... Discriminator Loss: 1.1099... Generator Loss: 0.7288
Step 2565/64 Epoch 2/2... Discriminator Loss: 1.2019... Generator Loss: 0.8895
Step 2570/64 Epoch 2/2... Discriminator Loss: 0.9361... Generator Loss: 1.0914
Step 2575/64 Epoch 2/2... Discriminator Loss: 1.1895... Generator Loss: 0.8899
Step 2580/64 Epoch 2/2... Discriminator Loss: 1.0568... Generator Loss: 1.8543
Step 2585/64 Epoch 2/2... Discriminator Loss: 0.9771... Generator Loss: 1.1048
Step 2590/64 Epoch 2/2... Discriminator Loss: 1.4444... Generator Loss: 0.5525
Step 2595/64 Epoch 2/2... Discriminator Loss: 1.1609... Generator Loss: 0.9502
Step 2600/64 Epoch 2/2... Discriminator Loss: 1.0534... Generator Loss: 1.0184
Step 2605/64 Epoch 2/2... Discriminator Loss: 0.9985... Generator Loss: 1.0432
Step 2610/64 Epoch 2/2... Discriminator Loss: 1.1403... Generator Loss: 1.5062
Step 2615/64 Epoch 2/2... Discriminator Loss: 1.0848... Generator Loss: 0.9095
Step 2620/64 Epoch 2/2... Discriminator Loss: 1.3140... Generator Loss: 0.5706
Step 2625/64 Epoch 2/2... Discriminator Loss: 1.4559... Generator Loss: 0.4496
Step 2630/64 Epoch 2/2... Discriminator Loss: 0.8841... Generator Loss: 1.2731
Step 2635/64 Epoch 2/2... Discriminator Loss: 1.3190... Generator Loss: 0.5790
Step 2640/64 Epoch 2/2... Discriminator Loss: 0.9320... Generator Loss: 1.2140
Step 2645/64 Epoch 2/2... Discriminator Loss: 1.0130... Generator Loss: 1.4964
Step 2650/64 Epoch 2/2... Discriminator Loss: 1.0756... Generator Loss: 0.7495
Step 2655/64 Epoch 2/2... Discriminator Loss: 1.4178... Generator Loss: 0.6302
Step 2660/64 Epoch 2/2... Discriminator Loss: 1.2707... Generator Loss: 1.3117
Step 2665/64 Epoch 2/2... Discriminator Loss: 1.1805... Generator Loss: 0.6944
Step 2670/64 Epoch 2/2... Discriminator Loss: 1.2481... Generator Loss: 0.6622
Step 2675/64 Epoch 2/2... Discriminator Loss: 0.9035... Generator Loss: 1.4514
Step 2680/64 Epoch 2/2... Discriminator Loss: 1.1001... Generator Loss: 0.9328
Step 2685/64 Epoch 2/2... Discriminator Loss: 0.9469... Generator Loss: 1.1592
Step 2690/64 Epoch 2/2... Discriminator Loss: 1.1713... Generator Loss: 0.7154
Step 2695/64 Epoch 2/2... Discriminator Loss: 1.1703... Generator Loss: 1.5778
Step 2700/64 Epoch 2/2... Discriminator Loss: 1.3880... Generator Loss: 0.5515
Step 2705/64 Epoch 2/2... Discriminator Loss: 0.8363... Generator Loss: 1.5492
Step 2710/64 Epoch 2/2... Discriminator Loss: 1.0017... Generator Loss: 1.0361
Step 2715/64 Epoch 2/2... Discriminator Loss: 1.1318... Generator Loss: 0.8341
Step 2720/64 Epoch 2/2... Discriminator Loss: 0.9664... Generator Loss: 1.3104
Step 2725/64 Epoch 2/2... Discriminator Loss: 0.9641... Generator Loss: 1.0522
Step 2730/64 Epoch 2/2... Discriminator Loss: 0.8990... Generator Loss: 1.1649
Step 2735/64 Epoch 2/2... Discriminator Loss: 1.1121... Generator Loss: 0.7776
Step 2740/64 Epoch 2/2... Discriminator Loss: 1.2634... Generator Loss: 0.8116
Step 2745/64 Epoch 2/2... Discriminator Loss: 1.6938... Generator Loss: 0.3817
Step 2750/64 Epoch 2/2... Discriminator Loss: 0.9895... Generator Loss: 1.3088
Step 2755/64 Epoch 2/2... Discriminator Loss: 1.2571... Generator Loss: 0.5991
Step 2760/64 Epoch 2/2... Discriminator Loss: 1.5115... Generator Loss: 0.4958
Step 2765/64 Epoch 2/2... Discriminator Loss: 1.2867... Generator Loss: 0.6847
Step 2770/64 Epoch 2/2... Discriminator Loss: 1.1928... Generator Loss: 2.4602
Step 2775/64 Epoch 2/2... Discriminator Loss: 2.1289... Generator Loss: 0.2246
Step 2780/64 Epoch 2/2... Discriminator Loss: 1.6279... Generator Loss: 2.3336
Step 2785/64 Epoch 2/2... Discriminator Loss: 1.2072... Generator Loss: 0.8725
Step 2790/64 Epoch 2/2... Discriminator Loss: 1.0823... Generator Loss: 0.7939
Step 2795/64 Epoch 2/2... Discriminator Loss: 1.0650... Generator Loss: 1.4239
Step 2800/64 Epoch 2/2... Discriminator Loss: 1.0272... Generator Loss: 1.2697
Step 2805/64 Epoch 2/2... Discriminator Loss: 1.3143... Generator Loss: 0.7871
Step 2810/64 Epoch 2/2... Discriminator Loss: 0.9890... Generator Loss: 1.1135
Step 2815/64 Epoch 2/2... Discriminator Loss: 1.0298... Generator Loss: 0.9652
Step 2820/64 Epoch 2/2... Discriminator Loss: 0.8987... Generator Loss: 1.1667
Step 2825/64 Epoch 2/2... Discriminator Loss: 1.1834... Generator Loss: 0.7906
Step 2830/64 Epoch 2/2... Discriminator Loss: 1.4587... Generator Loss: 0.5266
Step 2835/64 Epoch 2/2... Discriminator Loss: 1.1850... Generator Loss: 0.7911
Step 2840/64 Epoch 2/2... Discriminator Loss: 1.2977... Generator Loss: 0.5967
Step 2845/64 Epoch 2/2... Discriminator Loss: 0.9232... Generator Loss: 1.0694
Step 2850/64 Epoch 2/2... Discriminator Loss: 1.0348... Generator Loss: 0.9122
Step 2855/64 Epoch 2/2... Discriminator Loss: 0.9505... Generator Loss: 1.0549
Step 2860/64 Epoch 2/2... Discriminator Loss: 1.0438... Generator Loss: 0.9424
Step 2865/64 Epoch 2/2... Discriminator Loss: 1.2621... Generator Loss: 0.7222
Step 2870/64 Epoch 2/2... Discriminator Loss: 1.1460... Generator Loss: 0.9864
Step 2875/64 Epoch 2/2... Discriminator Loss: 1.1041... Generator Loss: 1.5601
Step 2880/64 Epoch 2/2... Discriminator Loss: 1.0374... Generator Loss: 0.8142
Step 2885/64 Epoch 2/2... Discriminator Loss: 0.9572... Generator Loss: 2.1489
Step 2890/64 Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 1.2136
Step 2895/64 Epoch 2/2... Discriminator Loss: 1.3963... Generator Loss: 0.5389
Step 2900/64 Epoch 2/2... Discriminator Loss: 1.0626... Generator Loss: 0.9191
Step 2905/64 Epoch 2/2... Discriminator Loss: 1.0222... Generator Loss: 1.5619
Step 2910/64 Epoch 2/2... Discriminator Loss: 0.9782... Generator Loss: 1.0006
Step 2915/64 Epoch 2/2... Discriminator Loss: 1.4068... Generator Loss: 0.5072
Step 2920/64 Epoch 2/2... Discriminator Loss: 1.4261... Generator Loss: 2.0842
Step 2925/64 Epoch 2/2... Discriminator Loss: 2.1525... Generator Loss: 0.2205
Step 2930/64 Epoch 2/2... Discriminator Loss: 1.0584... Generator Loss: 1.2085
Step 2935/64 Epoch 2/2... Discriminator Loss: 0.8812... Generator Loss: 1.2801
Step 2940/64 Epoch 2/2... Discriminator Loss: 0.9759... Generator Loss: 0.9680
Step 2945/64 Epoch 2/2... Discriminator Loss: 1.0503... Generator Loss: 1.1887
Step 2950/64 Epoch 2/2... Discriminator Loss: 0.9020... Generator Loss: 1.0947
Step 2955/64 Epoch 2/2... Discriminator Loss: 1.5455... Generator Loss: 0.5178
Step 2960/64 Epoch 2/2... Discriminator Loss: 1.3683... Generator Loss: 1.9010
Step 2965/64 Epoch 2/2... Discriminator Loss: 1.1537... Generator Loss: 0.8099
Step 2970/64 Epoch 2/2... Discriminator Loss: 1.1809... Generator Loss: 0.8837
Step 2975/64 Epoch 2/2... Discriminator Loss: 0.9510... Generator Loss: 1.1550
Step 2980/64 Epoch 2/2... Discriminator Loss: 1.3220... Generator Loss: 0.6012
Step 2985/64 Epoch 2/2... Discriminator Loss: 0.7849... Generator Loss: 1.4960
Step 2990/64 Epoch 2/2... Discriminator Loss: 1.4112... Generator Loss: 0.5910
Step 2995/64 Epoch 2/2... Discriminator Loss: 0.8864... Generator Loss: 1.4261
Step 3000/64 Epoch 2/2... Discriminator Loss: 1.0845... Generator Loss: 0.8131
Step 3005/64 Epoch 2/2... Discriminator Loss: 0.7742... Generator Loss: 1.2507
Step 3010/64 Epoch 2/2... Discriminator Loss: 1.2020... Generator Loss: 0.7424
Step 3015/64 Epoch 2/2... Discriminator Loss: 1.0897... Generator Loss: 0.9537
Step 3020/64 Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 1.7049
Step 3025/64 Epoch 2/2... Discriminator Loss: 1.0152... Generator Loss: 0.8340
Step 3030/64 Epoch 2/2... Discriminator Loss: 0.8038... Generator Loss: 1.6946
Step 3035/64 Epoch 2/2... Discriminator Loss: 1.2763... Generator Loss: 0.7419
Step 3040/64 Epoch 2/2... Discriminator Loss: 1.4055... Generator Loss: 1.8868
Step 3045/64 Epoch 2/2... Discriminator Loss: 1.2221... Generator Loss: 0.6895
Step 3050/64 Epoch 2/2... Discriminator Loss: 0.9923... Generator Loss: 1.4002
Step 3055/64 Epoch 2/2... Discriminator Loss: 1.0707... Generator Loss: 0.8211
Step 3060/64 Epoch 2/2... Discriminator Loss: 1.1774... Generator Loss: 0.6645
Step 3065/64 Epoch 2/2... Discriminator Loss: 1.1172... Generator Loss: 1.8744
Step 3070/64 Epoch 2/2... Discriminator Loss: 0.8939... Generator Loss: 1.2236
Step 3075/64 Epoch 2/2... Discriminator Loss: 1.5218... Generator Loss: 0.4680
Step 3080/64 Epoch 2/2... Discriminator Loss: 1.0359... Generator Loss: 1.1882
Step 3085/64 Epoch 2/2... Discriminator Loss: 0.8146... Generator Loss: 1.3787
Step 3090/64 Epoch 2/2... Discriminator Loss: 0.9090... Generator Loss: 1.0957
Step 3095/64 Epoch 2/2... Discriminator Loss: 1.2319... Generator Loss: 0.7036
Step 3100/64 Epoch 2/2... Discriminator Loss: 1.4324... Generator Loss: 0.6389
Step 3105/64 Epoch 2/2... Discriminator Loss: 1.0367... Generator Loss: 1.0044
Step 3110/64 Epoch 2/2... Discriminator Loss: 0.8647... Generator Loss: 1.4761
Step 3115/64 Epoch 2/2... Discriminator Loss: 0.9200... Generator Loss: 1.4082
Step 3120/64 Epoch 2/2... Discriminator Loss: 0.9953... Generator Loss: 1.7822
Step 3125/64 Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 1.1046
Step 3130/64 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.1613
Step 3135/64 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.2594
Step 3140/64 Epoch 2/2... Discriminator Loss: 0.8812... Generator Loss: 1.1726
Step 3145/64 Epoch 2/2... Discriminator Loss: 1.2695... Generator Loss: 0.5849
Step 3150/64 Epoch 2/2... Discriminator Loss: 0.9972... Generator Loss: 0.9566
Step 3155/64 Epoch 2/2... Discriminator Loss: 0.7526... Generator Loss: 1.4648
Step 3160/64 Epoch 2/2... Discriminator Loss: 0.8092... Generator Loss: 1.5179
Step 3165/64 Epoch 2/2... Discriminator Loss: 1.0544... Generator Loss: 0.9352
Step 3170/64 Epoch 2/2... Discriminator Loss: 1.3725... Generator Loss: 1.7461
Step 3175/64 Epoch 2/2... Discriminator Loss: 1.0661... Generator Loss: 0.7041
Step 3180/64 Epoch 2/2... Discriminator Loss: 0.9317... Generator Loss: 1.1080
Step 3185/64 Epoch 2/2... Discriminator Loss: 0.8776... Generator Loss: 1.2187
Step 3190/64 Epoch 2/2... Discriminator Loss: 1.3664... Generator Loss: 0.6184
Step 3195/64 Epoch 2/2... Discriminator Loss: 1.1009... Generator Loss: 0.7387
Step 3200/64 Epoch 2/2... Discriminator Loss: 0.8385... Generator Loss: 1.4629
Step 3205/64 Epoch 2/2... Discriminator Loss: 0.9506... Generator Loss: 1.2050
Step 3210/64 Epoch 2/2... Discriminator Loss: 0.9167... Generator Loss: 1.3660
Step 3215/64 Epoch 2/2... Discriminator Loss: 1.2668... Generator Loss: 0.6239
Step 3220/64 Epoch 2/2... Discriminator Loss: 0.8793... Generator Loss: 1.2366
Step 3225/64 Epoch 2/2... Discriminator Loss: 1.0507... Generator Loss: 1.9360
Step 3230/64 Epoch 2/2... Discriminator Loss: 1.0345... Generator Loss: 0.8678
Step 3235/64 Epoch 2/2... Discriminator Loss: 0.7516... Generator Loss: 1.4086
Step 3240/64 Epoch 2/2... Discriminator Loss: 1.0155... Generator Loss: 0.9963
Step 3245/64 Epoch 2/2... Discriminator Loss: 0.8585... Generator Loss: 1.1985
Step 3250/64 Epoch 2/2... Discriminator Loss: 1.1101... Generator Loss: 0.8827
Step 3255/64 Epoch 2/2... Discriminator Loss: 1.9059... Generator Loss: 2.1751
Step 3260/64 Epoch 2/2... Discriminator Loss: 2.6415... Generator Loss: 0.1988
Step 3265/64 Epoch 2/2... Discriminator Loss: 1.3763... Generator Loss: 1.2007
Step 3270/64 Epoch 2/2... Discriminator Loss: 1.0360... Generator Loss: 0.8797
Step 3275/64 Epoch 2/2... Discriminator Loss: 0.9275... Generator Loss: 1.4985
Step 3280/64 Epoch 2/2... Discriminator Loss: 0.8530... Generator Loss: 1.3520
Step 3285/64 Epoch 2/2... Discriminator Loss: 0.9786... Generator Loss: 1.2564
Step 3290/64 Epoch 2/2... Discriminator Loss: 0.9691... Generator Loss: 0.9347
Step 3295/64 Epoch 2/2... Discriminator Loss: 1.0347... Generator Loss: 0.9568
Step 3300/64 Epoch 2/2... Discriminator Loss: 0.9005... Generator Loss: 1.3338
Step 3305/64 Epoch 2/2... Discriminator Loss: 1.2931... Generator Loss: 0.6966
Step 3310/64 Epoch 2/2... Discriminator Loss: 1.0820... Generator Loss: 1.2701
Step 3315/64 Epoch 2/2... Discriminator Loss: 0.9694... Generator Loss: 0.9698
Step 3320/64 Epoch 2/2... Discriminator Loss: 1.2284... Generator Loss: 0.7267
Step 3325/64 Epoch 2/2... Discriminator Loss: 1.0488... Generator Loss: 0.7940
Step 3330/64 Epoch 2/2... Discriminator Loss: 1.0798... Generator Loss: 0.8411
Step 3335/64 Epoch 2/2... Discriminator Loss: 0.8193... Generator Loss: 1.4073
Step 3340/64 Epoch 2/2... Discriminator Loss: 0.9826... Generator Loss: 1.0515
Step 3345/64 Epoch 2/2... Discriminator Loss: 0.8237... Generator Loss: 1.1537
Step 3350/64 Epoch 2/2... Discriminator Loss: 0.9995... Generator Loss: 1.2687
Step 3355/64 Epoch 2/2... Discriminator Loss: 0.6134... Generator Loss: 1.9949
Step 3360/64 Epoch 2/2... Discriminator Loss: 0.9661... Generator Loss: 1.8149
Step 3365/64 Epoch 2/2... Discriminator Loss: 1.4036... Generator Loss: 0.5990
Step 3370/64 Epoch 2/2... Discriminator Loss: 1.0967... Generator Loss: 0.9639
Step 3375/64 Epoch 2/2... Discriminator Loss: 1.1469... Generator Loss: 0.7827
Step 3380/64 Epoch 2/2... Discriminator Loss: 1.1121... Generator Loss: 0.8813
Step 3385/64 Epoch 2/2... Discriminator Loss: 1.0248... Generator Loss: 1.1019
Step 3390/64 Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 1.2716
Step 3395/64 Epoch 2/2... Discriminator Loss: 1.2130... Generator Loss: 0.6751
Step 3400/64 Epoch 2/2... Discriminator Loss: 1.2645... Generator Loss: 0.6143
Step 3405/64 Epoch 2/2... Discriminator Loss: 1.2127... Generator Loss: 0.9395
Step 3410/64 Epoch 2/2... Discriminator Loss: 1.0400... Generator Loss: 2.4289
Step 3415/64 Epoch 2/2... Discriminator Loss: 1.7165... Generator Loss: 0.3826
Step 3420/64 Epoch 2/2... Discriminator Loss: 1.0587... Generator Loss: 0.9298
Step 3425/64 Epoch 2/2... Discriminator Loss: 1.1783... Generator Loss: 0.9023
Step 3430/64 Epoch 2/2... Discriminator Loss: 1.0263... Generator Loss: 2.0778
Step 3435/64 Epoch 2/2... Discriminator Loss: 1.5871... Generator Loss: 0.4266
Step 3440/64 Epoch 2/2... Discriminator Loss: 0.8907... Generator Loss: 1.3877
Step 3445/64 Epoch 2/2... Discriminator Loss: 1.0796... Generator Loss: 1.0056
Step 3450/64 Epoch 2/2... Discriminator Loss: 1.0814... Generator Loss: 0.9071
Step 3455/64 Epoch 2/2... Discriminator Loss: 0.9366... Generator Loss: 1.0322
Step 3460/64 Epoch 2/2... Discriminator Loss: 0.9698... Generator Loss: 0.9673
Step 3465/64 Epoch 2/2... Discriminator Loss: 1.0299... Generator Loss: 0.7581
Step 3470/64 Epoch 2/2... Discriminator Loss: 1.2797... Generator Loss: 0.7159
Step 3475/64 Epoch 2/2... Discriminator Loss: 0.9586... Generator Loss: 1.6071
Step 3480/64 Epoch 2/2... Discriminator Loss: 1.3145... Generator Loss: 0.7025
Step 3485/64 Epoch 2/2... Discriminator Loss: 1.8013... Generator Loss: 2.6643
Step 3490/64 Epoch 2/2... Discriminator Loss: 1.7318... Generator Loss: 0.3432
Step 3495/64 Epoch 2/2... Discriminator Loss: 0.9184... Generator Loss: 1.2657
Step 3500/64 Epoch 2/2... Discriminator Loss: 1.1258... Generator Loss: 0.7798
Step 3505/64 Epoch 2/2... Discriminator Loss: 0.8688... Generator Loss: 1.5551
Step 3510/64 Epoch 2/2... Discriminator Loss: 1.0979... Generator Loss: 1.1007
Step 3515/64 Epoch 2/2... Discriminator Loss: 0.8689... Generator Loss: 1.2283
Step 3520/64 Epoch 2/2... Discriminator Loss: 1.0296... Generator Loss: 1.7299
Step 3525/64 Epoch 2/2... Discriminator Loss: 0.9845... Generator Loss: 1.0727
Step 3530/64 Epoch 2/2... Discriminator Loss: 0.9091... Generator Loss: 1.0443
Step 3535/64 Epoch 2/2... Discriminator Loss: 0.9083... Generator Loss: 1.4093
Step 3540/64 Epoch 2/2... Discriminator Loss: 0.8879... Generator Loss: 1.2964
Step 3545/64 Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.4015
Step 3550/64 Epoch 2/2... Discriminator Loss: 1.1063... Generator Loss: 0.8427
Step 3555/64 Epoch 2/2... Discriminator Loss: 1.0000... Generator Loss: 1.1851
Step 3560/64 Epoch 2/2... Discriminator Loss: 1.0978... Generator Loss: 1.0066
Step 3565/64 Epoch 2/2... Discriminator Loss: 0.9053... Generator Loss: 1.0987
Step 3570/64 Epoch 2/2... Discriminator Loss: 1.1785... Generator Loss: 0.8524
Step 3575/64 Epoch 2/2... Discriminator Loss: 1.1774... Generator Loss: 0.7447
Step 3580/64 Epoch 2/2... Discriminator Loss: 0.8209... Generator Loss: 1.2396
Step 3585/64 Epoch 2/2... Discriminator Loss: 1.1838... Generator Loss: 1.7558
Step 3590/64 Epoch 2/2... Discriminator Loss: 0.9945... Generator Loss: 1.2554
Step 3595/64 Epoch 2/2... Discriminator Loss: 1.2792... Generator Loss: 0.8365
Step 3600/64 Epoch 2/2... Discriminator Loss: 0.8626... Generator Loss: 1.2546
Step 3605/64 Epoch 2/2... Discriminator Loss: 1.5284... Generator Loss: 0.4539
Step 3610/64 Epoch 2/2... Discriminator Loss: 1.2433... Generator Loss: 1.5963
Step 3615/64 Epoch 2/2... Discriminator Loss: 1.2782... Generator Loss: 0.6490
Step 3620/64 Epoch 2/2... Discriminator Loss: 1.1580... Generator Loss: 0.7437
Step 3625/64 Epoch 2/2... Discriminator Loss: 1.2476... Generator Loss: 0.6628
Step 3630/64 Epoch 2/2... Discriminator Loss: 1.5150... Generator Loss: 0.5485
Step 3635/64 Epoch 2/2... Discriminator Loss: 0.7332... Generator Loss: 2.1627
Step 3640/64 Epoch 2/2... Discriminator Loss: 1.6489... Generator Loss: 0.4240
Step 3645/64 Epoch 2/2... Discriminator Loss: 1.2225... Generator Loss: 0.8030
Step 3650/64 Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 2.1458
Step 3655/64 Epoch 2/2... Discriminator Loss: 1.5599... Generator Loss: 0.6245
Step 3660/64 Epoch 2/2... Discriminator Loss: 1.1033... Generator Loss: 0.8738
Step 3665/64 Epoch 2/2... Discriminator Loss: 0.9540... Generator Loss: 1.5449
Step 3670/64 Epoch 2/2... Discriminator Loss: 1.0189... Generator Loss: 0.8914
Step 3675/64 Epoch 2/2... Discriminator Loss: 0.9729... Generator Loss: 1.1948
Step 3680/64 Epoch 2/2... Discriminator Loss: 1.1559... Generator Loss: 0.8223
Step 3685/64 Epoch 2/2... Discriminator Loss: 0.7217... Generator Loss: 1.5430
Step 3690/64 Epoch 2/2... Discriminator Loss: 1.0525... Generator Loss: 2.1277
Step 3695/64 Epoch 2/2... Discriminator Loss: 1.1843... Generator Loss: 0.9338
Step 3700/64 Epoch 2/2... Discriminator Loss: 1.6569... Generator Loss: 0.3783
Step 3705/64 Epoch 2/2... Discriminator Loss: 1.2643... Generator Loss: 0.6456
Step 3710/64 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.7542
Step 3715/64 Epoch 2/2... Discriminator Loss: 0.9755... Generator Loss: 0.9913
Step 3720/64 Epoch 2/2... Discriminator Loss: 1.3919... Generator Loss: 1.8508
Step 3725/64 Epoch 2/2... Discriminator Loss: 1.1351... Generator Loss: 0.9142
Step 3730/64 Epoch 2/2... Discriminator Loss: 0.7900... Generator Loss: 1.5845
Step 3735/64 Epoch 2/2... Discriminator Loss: 0.9796... Generator Loss: 1.3308
Step 3740/64 Epoch 2/2... Discriminator Loss: 1.1493... Generator Loss: 0.8245
Step 3745/64 Epoch 2/2... Discriminator Loss: 0.9307... Generator Loss: 1.0518
Step 3750/64 Epoch 2/2... Discriminator Loss: 0.9671... Generator Loss: 1.4445

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [13]:
batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.1


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Step 5/32 Epoch 1/1... Discriminator Loss: 3.4148... Generator Loss: 0.0778
Step 10/32 Epoch 1/1... Discriminator Loss: 3.4638... Generator Loss: 0.0724
Step 15/32 Epoch 1/1... Discriminator Loss: 2.4507... Generator Loss: 0.2216
Step 20/32 Epoch 1/1... Discriminator Loss: 1.8974... Generator Loss: 0.4263
Step 25/32 Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 1.2527
Step 30/32 Epoch 1/1... Discriminator Loss: 0.7339... Generator Loss: 1.5861
Step 35/32 Epoch 1/1... Discriminator Loss: 0.8422... Generator Loss: 1.2955
Step 40/32 Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.7726
Step 45/32 Epoch 1/1... Discriminator Loss: 1.1401... Generator Loss: 5.0152
Step 50/32 Epoch 1/1... Discriminator Loss: 0.8285... Generator Loss: 1.1764
Step 55/32 Epoch 1/1... Discriminator Loss: 0.7860... Generator Loss: 3.0916
Step 60/32 Epoch 1/1... Discriminator Loss: 1.7473... Generator Loss: 0.4007
Step 65/32 Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 2.4542
Step 70/32 Epoch 1/1... Discriminator Loss: 0.9713... Generator Loss: 2.0377
Step 75/32 Epoch 1/1... Discriminator Loss: 0.7929... Generator Loss: 1.2938
Step 80/32 Epoch 1/1... Discriminator Loss: 1.7347... Generator Loss: 0.3535
Step 85/32 Epoch 1/1... Discriminator Loss: 1.1105... Generator Loss: 2.9798
Step 90/32 Epoch 1/1... Discriminator Loss: 0.7723... Generator Loss: 1.4588
Step 95/32 Epoch 1/1... Discriminator Loss: 0.7909... Generator Loss: 1.5820
Step 100/32 Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.5577
Step 105/32 Epoch 1/1... Discriminator Loss: 0.5683... Generator Loss: 2.1804
Step 110/32 Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 4.7550
Step 115/32 Epoch 1/1... Discriminator Loss: 1.6823... Generator Loss: 0.3347
Step 120/32 Epoch 1/1... Discriminator Loss: 0.8437... Generator Loss: 2.6463
Step 125/32 Epoch 1/1... Discriminator Loss: 0.7257... Generator Loss: 1.6916
Step 130/32 Epoch 1/1... Discriminator Loss: 0.6301... Generator Loss: 1.8290
Step 135/32 Epoch 1/1... Discriminator Loss: 2.7563... Generator Loss: 0.1434
Step 140/32 Epoch 1/1... Discriminator Loss: 0.5389... Generator Loss: 2.5378
Step 145/32 Epoch 1/1... Discriminator Loss: 1.5477... Generator Loss: 0.4149
Step 150/32 Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 1.0146
Step 155/32 Epoch 1/1... Discriminator Loss: 1.4860... Generator Loss: 0.5747
Step 160/32 Epoch 1/1... Discriminator Loss: 0.8452... Generator Loss: 2.9588
Step 165/32 Epoch 1/1... Discriminator Loss: 0.7138... Generator Loss: 1.9118
Step 170/32 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 1.4672
Step 175/32 Epoch 1/1... Discriminator Loss: 0.7385... Generator Loss: 1.3552
Step 180/32 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 4.0260
Step 185/32 Epoch 1/1... Discriminator Loss: 0.7862... Generator Loss: 1.3028
Step 190/32 Epoch 1/1... Discriminator Loss: 0.6818... Generator Loss: 3.5837
Step 195/32 Epoch 1/1... Discriminator Loss: 0.5727... Generator Loss: 3.0850
Step 200/32 Epoch 1/1... Discriminator Loss: 0.7316... Generator Loss: 3.5358
Step 205/32 Epoch 1/1... Discriminator Loss: 1.1921... Generator Loss: 0.6600
Step 210/32 Epoch 1/1... Discriminator Loss: 1.0690... Generator Loss: 4.1474
Step 215/32 Epoch 1/1... Discriminator Loss: 2.0699... Generator Loss: 0.2144
Step 220/32 Epoch 1/1... Discriminator Loss: 1.1375... Generator Loss: 3.6818
Step 225/32 Epoch 1/1... Discriminator Loss: 1.9435... Generator Loss: 0.3404
Step 230/32 Epoch 1/1... Discriminator Loss: 0.7354... Generator Loss: 1.3296
Step 235/32 Epoch 1/1... Discriminator Loss: 0.6742... Generator Loss: 1.5007
Step 240/32 Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.6003
Step 245/32 Epoch 1/1... Discriminator Loss: 0.8133... Generator Loss: 3.7794
Step 250/32 Epoch 1/1... Discriminator Loss: 0.6418... Generator Loss: 2.5171
Step 255/32 Epoch 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.5363
Step 260/32 Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 2.9058
Step 265/32 Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 0.6928
Step 270/32 Epoch 1/1... Discriminator Loss: 0.6026... Generator Loss: 2.2327
Step 275/32 Epoch 1/1... Discriminator Loss: 0.6255... Generator Loss: 2.2752
Step 280/32 Epoch 1/1... Discriminator Loss: 1.6597... Generator Loss: 0.4523
Step 285/32 Epoch 1/1... Discriminator Loss: 0.5689... Generator Loss: 2.2571
Step 290/32 Epoch 1/1... Discriminator Loss: 1.7476... Generator Loss: 0.3427
Step 295/32 Epoch 1/1... Discriminator Loss: 0.6356... Generator Loss: 2.7024
Step 300/32 Epoch 1/1... Discriminator Loss: 0.7165... Generator Loss: 1.4878
Step 305/32 Epoch 1/1... Discriminator Loss: 0.8989... Generator Loss: 3.5413
Step 310/32 Epoch 1/1... Discriminator Loss: 0.8131... Generator Loss: 1.2522
Step 315/32 Epoch 1/1... Discriminator Loss: 0.5094... Generator Loss: 3.2567
Step 320/32 Epoch 1/1... Discriminator Loss: 0.8924... Generator Loss: 1.0196
Step 325/32 Epoch 1/1... Discriminator Loss: 0.5802... Generator Loss: 2.2674
Step 330/32 Epoch 1/1... Discriminator Loss: 0.8878... Generator Loss: 1.1738
Step 335/32 Epoch 1/1... Discriminator Loss: 0.6095... Generator Loss: 2.9908
Step 340/32 Epoch 1/1... Discriminator Loss: 1.1686... Generator Loss: 0.6399
Step 345/32 Epoch 1/1... Discriminator Loss: 0.5308... Generator Loss: 2.9279
Step 350/32 Epoch 1/1... Discriminator Loss: 0.8710... Generator Loss: 1.1300
Step 355/32 Epoch 1/1... Discriminator Loss: 0.5750... Generator Loss: 1.7593
Step 360/32 Epoch 1/1... Discriminator Loss: 0.5657... Generator Loss: 2.8555
Step 365/32 Epoch 1/1... Discriminator Loss: 1.2673... Generator Loss: 0.5990
Step 370/32 Epoch 1/1... Discriminator Loss: 0.7504... Generator Loss: 1.3992
Step 375/32 Epoch 1/1... Discriminator Loss: 0.5037... Generator Loss: 4.0217
Step 380/32 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 0.9625
Step 385/32 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 0.9930
Step 390/32 Epoch 1/1... Discriminator Loss: 0.5604... Generator Loss: 2.2166
Step 395/32 Epoch 1/1... Discriminator Loss: 0.5351... Generator Loss: 4.1710
Step 400/32 Epoch 1/1... Discriminator Loss: 0.5549... Generator Loss: 4.3802
Step 405/32 Epoch 1/1... Discriminator Loss: 1.0477... Generator Loss: 0.8817
Step 410/32 Epoch 1/1... Discriminator Loss: 0.5231... Generator Loss: 2.1330
Step 415/32 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.6920
Step 420/32 Epoch 1/1... Discriminator Loss: 0.4748... Generator Loss: 2.7980
Step 425/32 Epoch 1/1... Discriminator Loss: 1.9233... Generator Loss: 0.3036
Step 430/32 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 3.0534
Step 435/32 Epoch 1/1... Discriminator Loss: 1.2290... Generator Loss: 0.6283
Step 440/32 Epoch 1/1... Discriminator Loss: 0.5858... Generator Loss: 2.5808
Step 445/32 Epoch 1/1... Discriminator Loss: 0.8982... Generator Loss: 1.1472
Step 450/32 Epoch 1/1... Discriminator Loss: 0.8049... Generator Loss: 4.1533
Step 455/32 Epoch 1/1... Discriminator Loss: 0.8309... Generator Loss: 1.3000
Step 460/32 Epoch 1/1... Discriminator Loss: 1.6203... Generator Loss: 3.4364
Step 465/32 Epoch 1/1... Discriminator Loss: 0.4756... Generator Loss: 3.5411
Step 470/32 Epoch 1/1... Discriminator Loss: 0.7475... Generator Loss: 1.8253
Step 475/32 Epoch 1/1... Discriminator Loss: 0.6039... Generator Loss: 1.7676
Step 480/32 Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 1.1052
Step 485/32 Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.8483
Step 490/32 Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 0.8909
Step 495/32 Epoch 1/1... Discriminator Loss: 1.7747... Generator Loss: 0.4254
Step 500/32 Epoch 1/1... Discriminator Loss: 1.3919... Generator Loss: 1.3102
Step 505/32 Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 5.5524
Step 510/32 Epoch 1/1... Discriminator Loss: 1.6099... Generator Loss: 0.3833
Step 515/32 Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 0.9666
Step 520/32 Epoch 1/1... Discriminator Loss: 0.5306... Generator Loss: 5.9649
Step 525/32 Epoch 1/1... Discriminator Loss: 1.3306... Generator Loss: 0.6224
Step 530/32 Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 3.6752
Step 535/32 Epoch 1/1... Discriminator Loss: 0.6990... Generator Loss: 2.0722
Step 540/32 Epoch 1/1... Discriminator Loss: 0.6602... Generator Loss: 2.1333
Step 545/32 Epoch 1/1... Discriminator Loss: 0.7358... Generator Loss: 2.2881
Step 550/32 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 0.9680
Step 555/32 Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 2.1221
Step 560/32 Epoch 1/1... Discriminator Loss: 1.7093... Generator Loss: 0.4241
Step 565/32 Epoch 1/1... Discriminator Loss: 1.2952... Generator Loss: 1.8062
Step 570/32 Epoch 1/1... Discriminator Loss: 0.5957... Generator Loss: 2.2525
Step 575/32 Epoch 1/1... Discriminator Loss: 2.8223... Generator Loss: 0.1316
Step 580/32 Epoch 1/1... Discriminator Loss: 0.7306... Generator Loss: 2.6379
Step 585/32 Epoch 1/1... Discriminator Loss: 1.7885... Generator Loss: 0.3720
Step 590/32 Epoch 1/1... Discriminator Loss: 1.4304... Generator Loss: 0.8774
Step 595/32 Epoch 1/1... Discriminator Loss: 1.0596... Generator Loss: 0.8940
Step 600/32 Epoch 1/1... Discriminator Loss: 0.7059... Generator Loss: 2.6517
Step 605/32 Epoch 1/1... Discriminator Loss: 1.2580... Generator Loss: 0.7787
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Step 665/32 Epoch 1/1... Discriminator Loss: 0.8986... Generator Loss: 1.4192
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Step 685/32 Epoch 1/1... Discriminator Loss: 0.5411... Generator Loss: 2.1703
Step 690/32 Epoch 1/1... Discriminator Loss: 0.9359... Generator Loss: 3.8715
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Step 735/32 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.6314
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Step 760/32 Epoch 1/1... Discriminator Loss: 0.5801... Generator Loss: 2.3331
Step 765/32 Epoch 1/1... Discriminator Loss: 0.6729... Generator Loss: 1.4955
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Step 790/32 Epoch 1/1... Discriminator Loss: 1.1164... Generator Loss: 4.1838
Step 795/32 Epoch 1/1... Discriminator Loss: 2.1863... Generator Loss: 0.1887
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Step 805/32 Epoch 1/1... Discriminator Loss: 1.2206... Generator Loss: 0.6515
Step 810/32 Epoch 1/1... Discriminator Loss: 0.8365... Generator Loss: 1.2401
Step 815/32 Epoch 1/1... Discriminator Loss: 1.2965... Generator Loss: 0.6689
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Step 830/32 Epoch 1/1... Discriminator Loss: 1.0015... Generator Loss: 1.2636
Step 835/32 Epoch 1/1... Discriminator Loss: 1.4413... Generator Loss: 0.5978
Step 840/32 Epoch 1/1... Discriminator Loss: 0.9213... Generator Loss: 1.8787
Step 845/32 Epoch 1/1... Discriminator Loss: 1.2653... Generator Loss: 0.6151
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Step 855/32 Epoch 1/1... Discriminator Loss: 0.8471... Generator Loss: 1.3320
Step 860/32 Epoch 1/1... Discriminator Loss: 0.7695... Generator Loss: 1.6645
Step 865/32 Epoch 1/1... Discriminator Loss: 0.8045... Generator Loss: 2.9469
Step 870/32 Epoch 1/1... Discriminator Loss: 1.5451... Generator Loss: 0.4160
Step 875/32 Epoch 1/1... Discriminator Loss: 1.7018... Generator Loss: 3.2734
Step 880/32 Epoch 1/1... Discriminator Loss: 1.6211... Generator Loss: 0.4434
Step 885/32 Epoch 1/1... Discriminator Loss: 0.7792... Generator Loss: 2.0877
Step 890/32 Epoch 1/1... Discriminator Loss: 2.2667... Generator Loss: 0.2495
Step 895/32 Epoch 1/1... Discriminator Loss: 1.1172... Generator Loss: 2.3819
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Step 905/32 Epoch 1/1... Discriminator Loss: 0.8369... Generator Loss: 2.1257
Step 910/32 Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 0.6180
Step 915/32 Epoch 1/1... Discriminator Loss: 0.7281... Generator Loss: 3.1564
Step 920/32 Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 0.8385
Step 925/32 Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 2.3553
Step 930/32 Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 0.9623
Step 935/32 Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 2.0458
Step 940/32 Epoch 1/1... Discriminator Loss: 0.9229... Generator Loss: 1.1468
Step 945/32 Epoch 1/1... Discriminator Loss: 0.8008... Generator Loss: 2.6714
Step 950/32 Epoch 1/1... Discriminator Loss: 1.3838... Generator Loss: 0.4683
Step 955/32 Epoch 1/1... Discriminator Loss: 1.2135... Generator Loss: 2.9762
Step 960/32 Epoch 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.4935
Step 965/32 Epoch 1/1... Discriminator Loss: 0.9101... Generator Loss: 2.7595
Step 970/32 Epoch 1/1... Discriminator Loss: 1.3513... Generator Loss: 0.5167
Step 975/32 Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 2.4992
Step 980/32 Epoch 1/1... Discriminator Loss: 1.7139... Generator Loss: 0.3681
Step 985/32 Epoch 1/1... Discriminator Loss: 0.9482... Generator Loss: 3.2569
Step 990/32 Epoch 1/1... Discriminator Loss: 1.6794... Generator Loss: 0.4227
Step 995/32 Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.6899
Step 1000/32 Epoch 1/1... Discriminator Loss: 0.5812... Generator Loss: 3.3113
Step 1005/32 Epoch 1/1... Discriminator Loss: 1.1117... Generator Loss: 0.8442
Step 1010/32 Epoch 1/1... Discriminator Loss: 1.0728... Generator Loss: 2.4568
Step 1015/32 Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.8904
Step 1020/32 Epoch 1/1... Discriminator Loss: 0.8136... Generator Loss: 1.5454
Step 1025/32 Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.5855
Step 1030/32 Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 2.2957
Step 1035/32 Epoch 1/1... Discriminator Loss: 0.9332... Generator Loss: 0.9616
Step 1040/32 Epoch 1/1... Discriminator Loss: 0.6630... Generator Loss: 2.0589
Step 1045/32 Epoch 1/1... Discriminator Loss: 1.4429... Generator Loss: 0.5020
Step 1050/32 Epoch 1/1... Discriminator Loss: 1.4575... Generator Loss: 2.3702
Step 1055/32 Epoch 1/1... Discriminator Loss: 0.8554... Generator Loss: 1.4450
Step 1060/32 Epoch 1/1... Discriminator Loss: 0.7168... Generator Loss: 3.1001
Step 1065/32 Epoch 1/1... Discriminator Loss: 1.1377... Generator Loss: 0.7519
Step 1070/32 Epoch 1/1... Discriminator Loss: 0.7624... Generator Loss: 2.4369
Step 1075/32 Epoch 1/1... Discriminator Loss: 0.8220... Generator Loss: 1.0544
Step 1080/32 Epoch 1/1... Discriminator Loss: 0.7014... Generator Loss: 2.4626
Step 1085/32 Epoch 1/1... Discriminator Loss: 1.6028... Generator Loss: 0.4164
Step 1090/32 Epoch 1/1... Discriminator Loss: 0.5683... Generator Loss: 2.5333
Step 1095/32 Epoch 1/1... Discriminator Loss: 1.6702... Generator Loss: 0.4007
Step 1100/32 Epoch 1/1... Discriminator Loss: 0.4906... Generator Loss: 2.4401
Step 1105/32 Epoch 1/1... Discriminator Loss: 1.5038... Generator Loss: 0.4591
Step 1110/32 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.5502
Step 1115/32 Epoch 1/1... Discriminator Loss: 1.9506... Generator Loss: 0.3398
Step 1120/32 Epoch 1/1... Discriminator Loss: 0.9432... Generator Loss: 1.0059
Step 1125/32 Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.9590
Step 1130/32 Epoch 1/1... Discriminator Loss: 2.7283... Generator Loss: 0.1556
Step 1135/32 Epoch 1/1... Discriminator Loss: 1.2187... Generator Loss: 0.6736
Step 1140/32 Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 2.2525
Step 1145/32 Epoch 1/1... Discriminator Loss: 1.4445... Generator Loss: 0.5541
Step 1150/32 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 1.0993
Step 1155/32 Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 0.9208
Step 1160/32 Epoch 1/1... Discriminator Loss: 0.6622... Generator Loss: 1.7010
Step 1165/32 Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 0.9682
Step 1170/32 Epoch 1/1... Discriminator Loss: 0.6008... Generator Loss: 2.0908
Step 1175/32 Epoch 1/1... Discriminator Loss: 1.3344... Generator Loss: 0.4914
Step 1180/32 Epoch 1/1... Discriminator Loss: 0.6759... Generator Loss: 1.6492
Step 1185/32 Epoch 1/1... Discriminator Loss: 1.0243... Generator Loss: 0.9507
Step 1190/32 Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 1.8066
Step 1195/32 Epoch 1/1... Discriminator Loss: 0.8317... Generator Loss: 1.1015
Step 1200/32 Epoch 1/1... Discriminator Loss: 0.8975... Generator Loss: 2.8787
Step 1205/32 Epoch 1/1... Discriminator Loss: 1.9108... Generator Loss: 0.2710
Step 1210/32 Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 1.3471
Step 1215/32 Epoch 1/1... Discriminator Loss: 0.7267... Generator Loss: 3.3573
Step 1220/32 Epoch 1/1... Discriminator Loss: 1.8690... Generator Loss: 0.3097
Step 1225/32 Epoch 1/1... Discriminator Loss: 0.9040... Generator Loss: 1.0284
Step 1230/32 Epoch 1/1... Discriminator Loss: 0.7101... Generator Loss: 1.8145
Step 1235/32 Epoch 1/1... Discriminator Loss: 0.9397... Generator Loss: 1.1031
Step 1240/32 Epoch 1/1... Discriminator Loss: 0.5698... Generator Loss: 2.3705
Step 1245/32 Epoch 1/1... Discriminator Loss: 1.5342... Generator Loss: 0.4718
Step 1250/32 Epoch 1/1... Discriminator Loss: 1.4999... Generator Loss: 1.7450
Step 1255/32 Epoch 1/1... Discriminator Loss: 1.1190... Generator Loss: 0.8409
Step 1260/32 Epoch 1/1... Discriminator Loss: 0.7668... Generator Loss: 2.6352
Step 1265/32 Epoch 1/1... Discriminator Loss: 0.6811... Generator Loss: 1.9218
Step 1270/32 Epoch 1/1... Discriminator Loss: 0.7269... Generator Loss: 1.8021
Step 1275/32 Epoch 1/1... Discriminator Loss: 0.6041... Generator Loss: 2.1584
Step 1280/32 Epoch 1/1... Discriminator Loss: 0.7243... Generator Loss: 3.2505
Step 1285/32 Epoch 1/1... Discriminator Loss: 2.0142... Generator Loss: 0.2364
Step 1290/32 Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 3.1181
Step 1295/32 Epoch 1/1... Discriminator Loss: 0.6653... Generator Loss: 2.0771
Step 1300/32 Epoch 1/1... Discriminator Loss: 0.5931... Generator Loss: 3.4546
Step 1305/32 Epoch 1/1... Discriminator Loss: 1.1793... Generator Loss: 0.7030
Step 1310/32 Epoch 1/1... Discriminator Loss: 0.6309... Generator Loss: 1.7179
Step 1315/32 Epoch 1/1... Discriminator Loss: 0.6654... Generator Loss: 1.5466
Step 1320/32 Epoch 1/1... Discriminator Loss: 0.7997... Generator Loss: 2.6598
Step 1325/32 Epoch 1/1... Discriminator Loss: 2.3127... Generator Loss: 0.1770
Step 1330/32 Epoch 1/1... Discriminator Loss: 0.7468... Generator Loss: 1.4947
Step 1335/32 Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 2.6415
Step 1340/32 Epoch 1/1... Discriminator Loss: 1.1882... Generator Loss: 0.6566
Step 1345/32 Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.5476
Step 1350/32 Epoch 1/1... Discriminator Loss: 0.8150... Generator Loss: 1.2154
Step 1355/32 Epoch 1/1... Discriminator Loss: 0.6139... Generator Loss: 2.6345
Step 1360/32 Epoch 1/1... Discriminator Loss: 1.4657... Generator Loss: 0.5105
Step 1365/32 Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 3.9398
Step 1370/32 Epoch 1/1... Discriminator Loss: 0.9433... Generator Loss: 1.1392
Step 1375/32 Epoch 1/1... Discriminator Loss: 1.2217... Generator Loss: 2.8909
Step 1380/32 Epoch 1/1... Discriminator Loss: 1.3552... Generator Loss: 0.5534
Step 1385/32 Epoch 1/1... Discriminator Loss: 2.3086... Generator Loss: 0.9488
Step 1390/32 Epoch 1/1... Discriminator Loss: 0.8224... Generator Loss: 1.1188
Step 1395/32 Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 2.3039
Step 1400/32 Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.7204
Step 1405/32 Epoch 1/1... Discriminator Loss: 1.0094... Generator Loss: 2.7610
Step 1410/32 Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.6523
Step 1415/32 Epoch 1/1... Discriminator Loss: 0.4736... Generator Loss: 2.6595
Step 1420/32 Epoch 1/1... Discriminator Loss: 0.7109... Generator Loss: 1.3020
Step 1425/32 Epoch 1/1... Discriminator Loss: 0.7461... Generator Loss: 1.5725
Step 1430/32 Epoch 1/1... Discriminator Loss: 0.6475... Generator Loss: 3.5895
Step 1435/32 Epoch 1/1... Discriminator Loss: 1.1789... Generator Loss: 0.8849
Step 1440/32 Epoch 1/1... Discriminator Loss: 2.5204... Generator Loss: 1.1299
Step 1445/32 Epoch 1/1... Discriminator Loss: 1.4758... Generator Loss: 0.4205
Step 1450/32 Epoch 1/1... Discriminator Loss: 0.8820... Generator Loss: 2.7434
Step 1455/32 Epoch 1/1... Discriminator Loss: 0.8249... Generator Loss: 1.1198
Step 1460/32 Epoch 1/1... Discriminator Loss: 0.6812... Generator Loss: 1.7076
Step 1465/32 Epoch 1/1... Discriminator Loss: 0.5530... Generator Loss: 2.6084
Step 1470/32 Epoch 1/1... Discriminator Loss: 1.3501... Generator Loss: 0.4963
Step 1475/32 Epoch 1/1... Discriminator Loss: 0.9526... Generator Loss: 0.9918
Step 1480/32 Epoch 1/1... Discriminator Loss: 0.7851... Generator Loss: 3.1449
Step 1485/32 Epoch 1/1... Discriminator Loss: 0.5918... Generator Loss: 2.9148
Step 1490/32 Epoch 1/1... Discriminator Loss: 0.7950... Generator Loss: 1.1703
Step 1495/32 Epoch 1/1... Discriminator Loss: 0.7297... Generator Loss: 1.3863
Step 1500/32 Epoch 1/1... Discriminator Loss: 1.1859... Generator Loss: 2.4263
Step 1505/32 Epoch 1/1... Discriminator Loss: 1.2342... Generator Loss: 0.9478
Step 1510/32 Epoch 1/1... Discriminator Loss: 0.7553... Generator Loss: 1.1699
Step 1515/32 Epoch 1/1... Discriminator Loss: 0.6461... Generator Loss: 2.2425
Step 1520/32 Epoch 1/1... Discriminator Loss: 0.5651... Generator Loss: 2.5242
Step 1525/32 Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.9993
Step 1530/32 Epoch 1/1... Discriminator Loss: 0.8485... Generator Loss: 4.4914
Step 1535/32 Epoch 1/1... Discriminator Loss: 0.6836... Generator Loss: 1.7610
Step 1540/32 Epoch 1/1... Discriminator Loss: 0.5397... Generator Loss: 2.3349
Step 1545/32 Epoch 1/1... Discriminator Loss: 0.7290... Generator Loss: 1.4150
Step 1550/32 Epoch 1/1... Discriminator Loss: 1.7842... Generator Loss: 0.3714
Step 1555/32 Epoch 1/1... Discriminator Loss: 1.5480... Generator Loss: 0.4350
Step 1560/32 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 3.4274
Step 1565/32 Epoch 1/1... Discriminator Loss: 1.3667... Generator Loss: 0.5425
Step 1570/32 Epoch 1/1... Discriminator Loss: 1.7064... Generator Loss: 0.6896
Step 1575/32 Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 0.6713
Step 1580/32 Epoch 1/1... Discriminator Loss: 0.6975... Generator Loss: 1.4487
Step 1585/32 Epoch 1/1... Discriminator Loss: 1.6972... Generator Loss: 1.0175
Step 1590/32 Epoch 1/1... Discriminator Loss: 1.0994... Generator Loss: 0.8917
Step 1595/32 Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 2.3881
Step 1600/32 Epoch 1/1... Discriminator Loss: 1.2221... Generator Loss: 0.6500
Step 1605/32 Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 2.6861
Step 1610/32 Epoch 1/1... Discriminator Loss: 0.6562... Generator Loss: 1.8272
Step 1615/32 Epoch 1/1... Discriminator Loss: 0.4699... Generator Loss: 3.5454
Step 1620/32 Epoch 1/1... Discriminator Loss: 1.6009... Generator Loss: 0.3561
Step 1625/32 Epoch 1/1... Discriminator Loss: 0.5431... Generator Loss: 2.1846
Step 1630/32 Epoch 1/1... Discriminator Loss: 0.9734... Generator Loss: 1.0275
Step 1635/32 Epoch 1/1... Discriminator Loss: 0.6536... Generator Loss: 2.9609
Step 1640/32 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 1.1710
Step 1645/32 Epoch 1/1... Discriminator Loss: 2.5819... Generator Loss: 0.1340
Step 1650/32 Epoch 1/1... Discriminator Loss: 0.5624... Generator Loss: 2.5698
Step 1655/32 Epoch 1/1... Discriminator Loss: 1.4179... Generator Loss: 0.6397
Step 1660/32 Epoch 1/1... Discriminator Loss: 1.0148... Generator Loss: 4.2752
Step 1665/32 Epoch 1/1... Discriminator Loss: 0.5614... Generator Loss: 2.5153
Step 1670/32 Epoch 1/1... Discriminator Loss: 1.0848... Generator Loss: 0.7324
Step 1675/32 Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.6704
Step 1680/32 Epoch 1/1... Discriminator Loss: 0.9605... Generator Loss: 2.8117
Step 1685/32 Epoch 1/1... Discriminator Loss: 1.4296... Generator Loss: 0.5284
Step 1690/32 Epoch 1/1... Discriminator Loss: 0.9953... Generator Loss: 0.9431
Step 1695/32 Epoch 1/1... Discriminator Loss: 0.7050... Generator Loss: 3.1754
Step 1700/32 Epoch 1/1... Discriminator Loss: 0.5647... Generator Loss: 2.4918
Step 1705/32 Epoch 1/1... Discriminator Loss: 0.9046... Generator Loss: 1.1161
Step 1710/32 Epoch 1/1... Discriminator Loss: 0.5246... Generator Loss: 2.9233
Step 1715/32 Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 0.7992
Step 1720/32 Epoch 1/1... Discriminator Loss: 0.5195... Generator Loss: 2.8423
Step 1725/32 Epoch 1/1... Discriminator Loss: 1.3138... Generator Loss: 0.5073
Step 1730/32 Epoch 1/1... Discriminator Loss: 0.5021... Generator Loss: 2.5399
Step 1735/32 Epoch 1/1... Discriminator Loss: 0.9937... Generator Loss: 0.7742
Step 1740/32 Epoch 1/1... Discriminator Loss: 0.4946... Generator Loss: 2.3811
Step 1745/32 Epoch 1/1... Discriminator Loss: 1.1744... Generator Loss: 0.7208
Step 1750/32 Epoch 1/1... Discriminator Loss: 1.2809... Generator Loss: 0.9436
Step 1755/32 Epoch 1/1... Discriminator Loss: 0.6716... Generator Loss: 1.5413
Step 1760/32 Epoch 1/1... Discriminator Loss: 0.5706... Generator Loss: 4.1207
Step 1765/32 Epoch 1/1... Discriminator Loss: 0.9103... Generator Loss: 0.9057
Step 1770/32 Epoch 1/1... Discriminator Loss: 0.6412... Generator Loss: 3.4141
Step 1775/32 Epoch 1/1... Discriminator Loss: 1.2047... Generator Loss: 0.7023
Step 1780/32 Epoch 1/1... Discriminator Loss: 2.0152... Generator Loss: 0.2832
Step 1785/32 Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 2.8021
Step 1790/32 Epoch 1/1... Discriminator Loss: 0.6577... Generator Loss: 1.6669
Step 1795/32 Epoch 1/1... Discriminator Loss: 1.4288... Generator Loss: 0.4998
Step 1800/32 Epoch 1/1... Discriminator Loss: 0.8263... Generator Loss: 3.5893
Step 1805/32 Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.7892
Step 1810/32 Epoch 1/1... Discriminator Loss: 0.7418... Generator Loss: 3.5730
Step 1815/32 Epoch 1/1... Discriminator Loss: 1.3513... Generator Loss: 0.7116
Step 1820/32 Epoch 1/1... Discriminator Loss: 0.8050... Generator Loss: 4.3246
Step 1825/32 Epoch 1/1... Discriminator Loss: 0.4877... Generator Loss: 4.1421
Step 1830/32 Epoch 1/1... Discriminator Loss: 0.4581... Generator Loss: 3.1410
Step 1835/32 Epoch 1/1... Discriminator Loss: 1.8345... Generator Loss: 0.3296
Step 1840/32 Epoch 1/1... Discriminator Loss: 0.5386... Generator Loss: 2.7854
Step 1845/32 Epoch 1/1... Discriminator Loss: 0.6477... Generator Loss: 1.9045
Step 1850/32 Epoch 1/1... Discriminator Loss: 0.6265... Generator Loss: 1.5307
Step 1855/32 Epoch 1/1... Discriminator Loss: 0.5464... Generator Loss: 2.2141
Step 1860/32 Epoch 1/1... Discriminator Loss: 0.4841... Generator Loss: 2.3380
Step 1865/32 Epoch 1/1... Discriminator Loss: 0.4432... Generator Loss: 2.8745
Step 1870/32 Epoch 1/1... Discriminator Loss: 0.4715... Generator Loss: 2.4590
Step 1875/32 Epoch 1/1... Discriminator Loss: 1.8644... Generator Loss: 2.7876
Step 1880/32 Epoch 1/1... Discriminator Loss: 0.5378... Generator Loss: 2.3243
Step 1885/32 Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.4391
Step 1890/32 Epoch 1/1... Discriminator Loss: 1.9558... Generator Loss: 1.6473
Step 1895/32 Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 0.9178
Step 1900/32 Epoch 1/1... Discriminator Loss: 1.6130... Generator Loss: 0.3901
Step 1905/32 Epoch 1/1... Discriminator Loss: 0.6429... Generator Loss: 3.3706
Step 1910/32 Epoch 1/1... Discriminator Loss: 0.9605... Generator Loss: 0.8721
Step 1915/32 Epoch 1/1... Discriminator Loss: 0.5993... Generator Loss: 2.7349
Step 1920/32 Epoch 1/1... Discriminator Loss: 0.5613... Generator Loss: 4.7394
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Step 2225/32 Epoch 1/1... Discriminator Loss: 0.5403... Generator Loss: 3.5908
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Step 2315/32 Epoch 1/1... Discriminator Loss: 0.9523... Generator Loss: 1.0659
Step 2320/32 Epoch 1/1... Discriminator Loss: 0.7660... Generator Loss: 2.2662
Step 2325/32 Epoch 1/1... Discriminator Loss: 0.8266... Generator Loss: 1.2006
Step 2330/32 Epoch 1/1... Discriminator Loss: 0.5433... Generator Loss: 2.2291
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Step 2410/32 Epoch 1/1... Discriminator Loss: 2.7285... Generator Loss: 1.7842
Step 2415/32 Epoch 1/1... Discriminator Loss: 1.0323... Generator Loss: 0.8839
Step 2420/32 Epoch 1/1... Discriminator Loss: 0.8798... Generator Loss: 1.8577
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Step 2430/32 Epoch 1/1... Discriminator Loss: 0.6746... Generator Loss: 1.8866
Step 2435/32 Epoch 1/1... Discriminator Loss: 0.6706... Generator Loss: 1.4980
Step 2440/32 Epoch 1/1... Discriminator Loss: 2.8713... Generator Loss: 0.1152
Step 2445/32 Epoch 1/1... Discriminator Loss: 0.5984... Generator Loss: 2.9306
Step 2450/32 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 2.2258
Step 2455/32 Epoch 1/1... Discriminator Loss: 0.9256... Generator Loss: 1.1020
Step 2460/32 Epoch 1/1... Discriminator Loss: 0.6544... Generator Loss: 1.8168
Step 2465/32 Epoch 1/1... Discriminator Loss: 0.5974... Generator Loss: 2.4917
Step 2470/32 Epoch 1/1... Discriminator Loss: 0.7778... Generator Loss: 1.6301
Step 2475/32 Epoch 1/1... Discriminator Loss: 1.0639... Generator Loss: 1.9502
Step 2480/32 Epoch 1/1... Discriminator Loss: 1.1205... Generator Loss: 0.8705
Step 2485/32 Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 1.0641
Step 2490/32 Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 2.6949
Step 2495/32 Epoch 1/1... Discriminator Loss: 0.6114... Generator Loss: 1.8241
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Step 2505/32 Epoch 1/1... Discriminator Loss: 0.6411... Generator Loss: 1.6632
Step 2510/32 Epoch 1/1... Discriminator Loss: 0.7845... Generator Loss: 1.3379
Step 2515/32 Epoch 1/1... Discriminator Loss: 0.5828... Generator Loss: 2.0990
Step 2520/32 Epoch 1/1... Discriminator Loss: 1.3666... Generator Loss: 2.3486
Step 2525/32 Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 1.2347
Step 2530/32 Epoch 1/1... Discriminator Loss: 0.6862... Generator Loss: 1.5539
Step 2535/32 Epoch 1/1... Discriminator Loss: 0.8451... Generator Loss: 1.2412
Step 2540/32 Epoch 1/1... Discriminator Loss: 0.6911... Generator Loss: 1.4711
Step 2545/32 Epoch 1/1... Discriminator Loss: 0.7496... Generator Loss: 1.4889
Step 2550/32 Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 1.1899
Step 2555/32 Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 1.3949
Step 2560/32 Epoch 1/1... Discriminator Loss: 0.6305... Generator Loss: 1.6304
Step 2565/32 Epoch 1/1... Discriminator Loss: 0.4745... Generator Loss: 3.9819
Step 2570/32 Epoch 1/1... Discriminator Loss: 0.5972... Generator Loss: 1.8201
Step 2575/32 Epoch 1/1... Discriminator Loss: 0.6506... Generator Loss: 4.2049
Step 2580/32 Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 2.1190
Step 2585/32 Epoch 1/1... Discriminator Loss: 0.5025... Generator Loss: 3.6535
Step 2590/32 Epoch 1/1... Discriminator Loss: 0.5632... Generator Loss: 1.9042
Step 2595/32 Epoch 1/1... Discriminator Loss: 0.5482... Generator Loss: 2.1100
Step 2600/32 Epoch 1/1... Discriminator Loss: 0.9766... Generator Loss: 3.3876
Step 2605/32 Epoch 1/1... Discriminator Loss: 0.5533... Generator Loss: 2.3246
Step 2610/32 Epoch 1/1... Discriminator Loss: 0.8658... Generator Loss: 1.1843
Step 2615/32 Epoch 1/1... Discriminator Loss: 1.4336... Generator Loss: 0.4417
Step 2620/32 Epoch 1/1... Discriminator Loss: 3.2194... Generator Loss: 0.0829
Step 2625/32 Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 0.8435
Step 2630/32 Epoch 1/1... Discriminator Loss: 0.4924... Generator Loss: 2.9533
Step 2635/32 Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.8414
Step 2640/32 Epoch 1/1... Discriminator Loss: 0.4193... Generator Loss: 3.7383
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Step 2650/32 Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 0.9978
Step 2655/32 Epoch 1/1... Discriminator Loss: 0.9398... Generator Loss: 1.6656
Step 2660/32 Epoch 1/1... Discriminator Loss: 0.6041... Generator Loss: 1.8054
Step 2665/32 Epoch 1/1... Discriminator Loss: 0.5068... Generator Loss: 2.9625
Step 2670/32 Epoch 1/1... Discriminator Loss: 1.1589... Generator Loss: 0.6821
Step 2675/32 Epoch 1/1... Discriminator Loss: 1.7114... Generator Loss: 0.3631
Step 2680/32 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.7867
Step 2685/32 Epoch 1/1... Discriminator Loss: 1.5835... Generator Loss: 0.5244
Step 2690/32 Epoch 1/1... Discriminator Loss: 1.1928... Generator Loss: 0.6637
Step 2695/32 Epoch 1/1... Discriminator Loss: 0.4766... Generator Loss: 2.6853
Step 2700/32 Epoch 1/1... Discriminator Loss: 0.5474... Generator Loss: 3.8162
Step 2705/32 Epoch 1/1... Discriminator Loss: 1.4778... Generator Loss: 0.4727
Step 2710/32 Epoch 1/1... Discriminator Loss: 0.8886... Generator Loss: 1.0716
Step 2715/32 Epoch 1/1... Discriminator Loss: 1.4524... Generator Loss: 0.6948
Step 2720/32 Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 2.4102
Step 2725/32 Epoch 1/1... Discriminator Loss: 0.4900... Generator Loss: 2.6957
Step 2730/32 Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.8241
Step 2735/32 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.0758
Step 2740/32 Epoch 1/1... Discriminator Loss: 0.8881... Generator Loss: 1.3405
Step 2745/32 Epoch 1/1... Discriminator Loss: 0.5309... Generator Loss: 3.1896
Step 2750/32 Epoch 1/1... Discriminator Loss: 1.4211... Generator Loss: 0.5336
Step 2755/32 Epoch 1/1... Discriminator Loss: 1.5446... Generator Loss: 2.0828
Step 2760/32 Epoch 1/1... Discriminator Loss: 2.0024... Generator Loss: 0.2673
Step 2765/32 Epoch 1/1... Discriminator Loss: 0.8080... Generator Loss: 1.0432
Step 2770/32 Epoch 1/1... Discriminator Loss: 0.5878... Generator Loss: 2.6861
Step 2775/32 Epoch 1/1... Discriminator Loss: 0.7734... Generator Loss: 1.3856
Step 2780/32 Epoch 1/1... Discriminator Loss: 0.8263... Generator Loss: 4.1598
Step 2785/32 Epoch 1/1... Discriminator Loss: 0.6036... Generator Loss: 1.9061
Step 2790/32 Epoch 1/1... Discriminator Loss: 0.4583... Generator Loss: 2.5612
Step 2795/32 Epoch 1/1... Discriminator Loss: 0.7691... Generator Loss: 2.3083
Step 2800/32 Epoch 1/1... Discriminator Loss: 0.9510... Generator Loss: 2.0810
Step 2805/32 Epoch 1/1... Discriminator Loss: 0.4146... Generator Loss: 3.1125
Step 2810/32 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.6077
Step 2815/32 Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.6738
Step 2820/32 Epoch 1/1... Discriminator Loss: 0.6948... Generator Loss: 1.6297
Step 2825/32 Epoch 1/1... Discriminator Loss: 0.6029... Generator Loss: 1.7000
Step 2830/32 Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 2.6393
Step 2835/32 Epoch 1/1... Discriminator Loss: 0.8132... Generator Loss: 2.9429
Step 2840/32 Epoch 1/1... Discriminator Loss: 1.7888... Generator Loss: 1.9794
Step 2845/32 Epoch 1/1... Discriminator Loss: 0.6115... Generator Loss: 3.5114
Step 2850/32 Epoch 1/1... Discriminator Loss: 0.9485... Generator Loss: 2.3432
Step 2855/32 Epoch 1/1... Discriminator Loss: 0.6196... Generator Loss: 2.0250
Step 2860/32 Epoch 1/1... Discriminator Loss: 0.4488... Generator Loss: 3.3694
Step 2865/32 Epoch 1/1... Discriminator Loss: 0.6203... Generator Loss: 1.6036
Step 2870/32 Epoch 1/1... Discriminator Loss: 0.5590... Generator Loss: 3.4164
Step 2875/32 Epoch 1/1... Discriminator Loss: 0.4574... Generator Loss: 2.9121
Step 2880/32 Epoch 1/1... Discriminator Loss: 0.5158... Generator Loss: 3.3976
Step 2885/32 Epoch 1/1... Discriminator Loss: 0.5005... Generator Loss: 2.4148
Step 2890/32 Epoch 1/1... Discriminator Loss: 0.5784... Generator Loss: 3.6376
Step 2895/32 Epoch 1/1... Discriminator Loss: 0.6731... Generator Loss: 1.5093
Step 2900/32 Epoch 1/1... Discriminator Loss: 0.7557... Generator Loss: 1.3826
Step 2905/32 Epoch 1/1... Discriminator Loss: 0.9907... Generator Loss: 0.7962
Step 2910/32 Epoch 1/1... Discriminator Loss: 0.6149... Generator Loss: 1.5849
Step 2915/32 Epoch 1/1... Discriminator Loss: 0.7084... Generator Loss: 1.3026
Step 2920/32 Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 2.3292
Step 2925/32 Epoch 1/1... Discriminator Loss: 0.7303... Generator Loss: 1.4605
Step 2930/32 Epoch 1/1... Discriminator Loss: 0.9831... Generator Loss: 1.2314
Step 2935/32 Epoch 1/1... Discriminator Loss: 0.9760... Generator Loss: 1.3230
Step 2940/32 Epoch 1/1... Discriminator Loss: 0.4751... Generator Loss: 2.9999
Step 2945/32 Epoch 1/1... Discriminator Loss: 0.5402... Generator Loss: 2.1580
Step 2950/32 Epoch 1/1... Discriminator Loss: 2.2621... Generator Loss: 3.0103
Step 2955/32 Epoch 1/1... Discriminator Loss: 0.7873... Generator Loss: 3.0748
Step 2960/32 Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 1.5899
Step 2965/32 Epoch 1/1... Discriminator Loss: 0.7840... Generator Loss: 1.6526
Step 2970/32 Epoch 1/1... Discriminator Loss: 1.1936... Generator Loss: 0.6075
Step 2975/32 Epoch 1/1... Discriminator Loss: 0.6715... Generator Loss: 2.2588
Step 2980/32 Epoch 1/1... Discriminator Loss: 1.0062... Generator Loss: 1.0307
Step 2985/32 Epoch 1/1... Discriminator Loss: 0.8111... Generator Loss: 2.5972
Step 2990/32 Epoch 1/1... Discriminator Loss: 1.2294... Generator Loss: 2.7943
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Step 3005/32 Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 1.9665
Step 3010/32 Epoch 1/1... Discriminator Loss: 0.4836... Generator Loss: 3.1492
Step 3015/32 Epoch 1/1... Discriminator Loss: 1.1879... Generator Loss: 1.2832
Step 3020/32 Epoch 1/1... Discriminator Loss: 0.9464... Generator Loss: 2.4237
Step 3025/32 Epoch 1/1... Discriminator Loss: 0.8118... Generator Loss: 1.5266
Step 3030/32 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 1.0477
Step 3035/32 Epoch 1/1... Discriminator Loss: 1.0829... Generator Loss: 0.8070
Step 3040/32 Epoch 1/1... Discriminator Loss: 1.7811... Generator Loss: 0.3376
Step 3045/32 Epoch 1/1... Discriminator Loss: 0.5658... Generator Loss: 1.9565
Step 3050/32 Epoch 1/1... Discriminator Loss: 0.4452... Generator Loss: 3.2862
Step 3055/32 Epoch 1/1... Discriminator Loss: 0.5975... Generator Loss: 1.8751
Step 3060/32 Epoch 1/1... Discriminator Loss: 0.5145... Generator Loss: 2.8546
Step 3065/32 Epoch 1/1... Discriminator Loss: 1.5291... Generator Loss: 2.4498
Step 3070/32 Epoch 1/1... Discriminator Loss: 1.0954... Generator Loss: 1.3791
Step 3075/32 Epoch 1/1... Discriminator Loss: 1.0291... Generator Loss: 0.9654
Step 3080/32 Epoch 1/1... Discriminator Loss: 0.4542... Generator Loss: 2.6329
Step 3085/32 Epoch 1/1... Discriminator Loss: 0.5692... Generator Loss: 1.9540
Step 3090/32 Epoch 1/1... Discriminator Loss: 1.9203... Generator Loss: 3.1987
Step 3095/32 Epoch 1/1... Discriminator Loss: 0.5913... Generator Loss: 2.9884
Step 3100/32 Epoch 1/1... Discriminator Loss: 0.9300... Generator Loss: 1.0940
Step 3105/32 Epoch 1/1... Discriminator Loss: 0.5235... Generator Loss: 3.3998
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Step 3115/32 Epoch 1/1... Discriminator Loss: 0.6379... Generator Loss: 1.8749
Step 3120/32 Epoch 1/1... Discriminator Loss: 0.8272... Generator Loss: 1.4640
Step 3125/32 Epoch 1/1... Discriminator Loss: 0.8379... Generator Loss: 1.1749
Step 3130/32 Epoch 1/1... Discriminator Loss: 0.5896... Generator Loss: 1.8885
Step 3135/32 Epoch 1/1... Discriminator Loss: 0.4579... Generator Loss: 2.9386
Step 3140/32 Epoch 1/1... Discriminator Loss: 1.0139... Generator Loss: 1.1502
Step 3145/32 Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.5636
Step 3150/32 Epoch 1/1... Discriminator Loss: 0.7493... Generator Loss: 1.4723
Step 3155/32 Epoch 1/1... Discriminator Loss: 0.4432... Generator Loss: 4.5776
Step 3160/32 Epoch 1/1... Discriminator Loss: 0.4498... Generator Loss: 4.2543
Step 3165/32 Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 4.1328
Step 3170/32 Epoch 1/1... Discriminator Loss: 0.4797... Generator Loss: 2.5409
Step 3175/32 Epoch 1/1... Discriminator Loss: 1.1817... Generator Loss: 1.0913
Step 3180/32 Epoch 1/1... Discriminator Loss: 1.1012... Generator Loss: 1.3989
Step 3185/32 Epoch 1/1... Discriminator Loss: 1.7386... Generator Loss: 0.7322
Step 3190/32 Epoch 1/1... Discriminator Loss: 1.0559... Generator Loss: 1.2010
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Step 3200/32 Epoch 1/1... Discriminator Loss: 0.9303... Generator Loss: 2.3506
Step 3205/32 Epoch 1/1... Discriminator Loss: 0.6429... Generator Loss: 1.6846
Step 3210/32 Epoch 1/1... Discriminator Loss: 1.0181... Generator Loss: 1.5018
Step 3215/32 Epoch 1/1... Discriminator Loss: 1.3302... Generator Loss: 0.5118
Step 3220/32 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 0.7718
Step 3225/32 Epoch 1/1... Discriminator Loss: 0.4952... Generator Loss: 2.2256
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Step 3235/32 Epoch 1/1... Discriminator Loss: 0.9189... Generator Loss: 0.9128
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Step 3815/32 Epoch 1/1... Discriminator Loss: 0.5136... Generator Loss: 2.0441
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Step 3835/32 Epoch 1/1... Discriminator Loss: 0.4480... Generator Loss: 3.4383
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Step 3890/32 Epoch 1/1... Discriminator Loss: 0.6012... Generator Loss: 2.9699
Step 3895/32 Epoch 1/1... Discriminator Loss: 1.1505... Generator Loss: 0.7262
Step 3900/32 Epoch 1/1... Discriminator Loss: 0.6687... Generator Loss: 2.7474
Step 3905/32 Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 2.9998
Step 3910/32 Epoch 1/1... Discriminator Loss: 1.5448... Generator Loss: 2.9706
Step 3915/32 Epoch 1/1... Discriminator Loss: 1.4985... Generator Loss: 0.6712
Step 3920/32 Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 2.6205
Step 3925/32 Epoch 1/1... Discriminator Loss: 0.7687... Generator Loss: 4.4310
Step 3930/32 Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 3.0922
Step 3935/32 Epoch 1/1... Discriminator Loss: 0.4299... Generator Loss: 3.6772
Step 3940/32 Epoch 1/1... Discriminator Loss: 0.8071... Generator Loss: 2.1477
Step 3945/32 Epoch 1/1... Discriminator Loss: 0.4867... Generator Loss: 3.5262
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Step 3960/32 Epoch 1/1... Discriminator Loss: 0.4677... Generator Loss: 3.3257
Step 3965/32 Epoch 1/1... Discriminator Loss: 1.2211... Generator Loss: 0.6545
Step 3970/32 Epoch 1/1... Discriminator Loss: 0.6677... Generator Loss: 1.9530
Step 3975/32 Epoch 1/1... Discriminator Loss: 0.9944... Generator Loss: 0.8020
Step 3980/32 Epoch 1/1... Discriminator Loss: 0.8712... Generator Loss: 1.2248
Step 3985/32 Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 2.3387
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Step 4015/32 Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 2.1978
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Step 4025/32 Epoch 1/1... Discriminator Loss: 1.5204... Generator Loss: 0.4341
Step 4030/32 Epoch 1/1... Discriminator Loss: 1.2435... Generator Loss: 0.8235
Step 4035/32 Epoch 1/1... Discriminator Loss: 0.5966... Generator Loss: 2.0032
Step 4040/32 Epoch 1/1... Discriminator Loss: 1.0479... Generator Loss: 0.8545
Step 4045/32 Epoch 1/1... Discriminator Loss: 0.7605... Generator Loss: 2.3112
Step 4050/32 Epoch 1/1... Discriminator Loss: 0.5398... Generator Loss: 2.5577
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Step 4060/32 Epoch 1/1... Discriminator Loss: 0.6509... Generator Loss: 1.5602
Step 4065/32 Epoch 1/1... Discriminator Loss: 0.9121... Generator Loss: 0.9805
Step 4070/32 Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.7003
Step 4075/32 Epoch 1/1... Discriminator Loss: 1.0016... Generator Loss: 1.6094
Step 4080/32 Epoch 1/1... Discriminator Loss: 2.0248... Generator Loss: 0.2808
Step 4085/32 Epoch 1/1... Discriminator Loss: 1.0206... Generator Loss: 1.3525
Step 4090/32 Epoch 1/1... Discriminator Loss: 1.2588... Generator Loss: 1.0760
Step 4095/32 Epoch 1/1... Discriminator Loss: 0.5875... Generator Loss: 1.9683
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Step 4155/32 Epoch 1/1... Discriminator Loss: 1.1387... Generator Loss: 0.7678
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Step 4210/32 Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.0405
Step 4215/32 Epoch 1/1... Discriminator Loss: 0.5481... Generator Loss: 2.8946
Step 4220/32 Epoch 1/1... Discriminator Loss: 0.6453... Generator Loss: 1.7042
Step 4225/32 Epoch 1/1... Discriminator Loss: 1.2655... Generator Loss: 0.7039
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Step 4235/32 Epoch 1/1... Discriminator Loss: 0.4916... Generator Loss: 2.4542
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Step 4365/32 Epoch 1/1... Discriminator Loss: 0.4491... Generator Loss: 3.0653
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Step 4415/32 Epoch 1/1... Discriminator Loss: 1.0163... Generator Loss: 1.4445
Step 4420/32 Epoch 1/1... Discriminator Loss: 1.2821... Generator Loss: 0.6645
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Step 4510/32 Epoch 1/1... Discriminator Loss: 0.4599... Generator Loss: 3.2453
Step 4515/32 Epoch 1/1... Discriminator Loss: 0.5613... Generator Loss: 2.1856
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Step 4525/32 Epoch 1/1... Discriminator Loss: 1.4226... Generator Loss: 1.2116
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Step 4540/32 Epoch 1/1... Discriminator Loss: 1.0601... Generator Loss: 1.1941
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Step 4550/32 Epoch 1/1... Discriminator Loss: 0.7190... Generator Loss: 1.3272
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Step 4565/32 Epoch 1/1... Discriminator Loss: 0.4113... Generator Loss: 3.2408
Step 4570/32 Epoch 1/1... Discriminator Loss: 1.5566... Generator Loss: 0.5437
Step 4575/32 Epoch 1/1... Discriminator Loss: 1.1285... Generator Loss: 0.9793
Step 4580/32 Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 1.0586
Step 4585/32 Epoch 1/1... Discriminator Loss: 0.6616... Generator Loss: 3.6368
Step 4590/32 Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.7149
Step 4595/32 Epoch 1/1... Discriminator Loss: 0.8293... Generator Loss: 1.2080
Step 4600/32 Epoch 1/1... Discriminator Loss: 0.4489... Generator Loss: 3.1237
Step 4605/32 Epoch 1/1... Discriminator Loss: 0.6903... Generator Loss: 3.2656
Step 4610/32 Epoch 1/1... Discriminator Loss: 0.4322... Generator Loss: 3.5362
Step 4615/32 Epoch 1/1... Discriminator Loss: 0.6689... Generator Loss: 3.3652
Step 4620/32 Epoch 1/1... Discriminator Loss: 0.4391... Generator Loss: 3.5392
Step 4625/32 Epoch 1/1... Discriminator Loss: 1.5339... Generator Loss: 2.7133
Step 4630/32 Epoch 1/1... Discriminator Loss: 1.1995... Generator Loss: 0.7865
Step 4635/32 Epoch 1/1... Discriminator Loss: 0.8998... Generator Loss: 2.1191
Step 4640/32 Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.6798
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Step 4650/32 Epoch 1/1... Discriminator Loss: 0.8596... Generator Loss: 1.0891
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Step 4660/32 Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 0.6179
Step 4665/32 Epoch 1/1... Discriminator Loss: 0.9471... Generator Loss: 0.8909
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Step 4675/32 Epoch 1/1... Discriminator Loss: 0.9901... Generator Loss: 2.3309
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Step 4685/32 Epoch 1/1... Discriminator Loss: 0.5750... Generator Loss: 2.1116
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Step 4700/32 Epoch 1/1... Discriminator Loss: 0.8376... Generator Loss: 1.1951
Step 4705/32 Epoch 1/1... Discriminator Loss: 0.4912... Generator Loss: 2.5643
Step 4710/32 Epoch 1/1... Discriminator Loss: 0.7058... Generator Loss: 3.5736
Step 4715/32 Epoch 1/1... Discriminator Loss: 0.5648... Generator Loss: 2.2023
Step 4720/32 Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 1.4724
Step 4725/32 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 2.1194
Step 4730/32 Epoch 1/1... Discriminator Loss: 0.4439... Generator Loss: 2.4389
Step 4735/32 Epoch 1/1... Discriminator Loss: 0.4761... Generator Loss: 2.9702
Step 4740/32 Epoch 1/1... Discriminator Loss: 1.2368... Generator Loss: 2.3578
Step 4745/32 Epoch 1/1... Discriminator Loss: 0.4062... Generator Loss: 3.9554
Step 4750/32 Epoch 1/1... Discriminator Loss: 1.1687... Generator Loss: 1.3111
Step 4755/32 Epoch 1/1... Discriminator Loss: 0.6664... Generator Loss: 1.5868
Step 4760/32 Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 3.0746
Step 4765/32 Epoch 1/1... Discriminator Loss: 0.7059... Generator Loss: 1.8192
Step 4770/32 Epoch 1/1... Discriminator Loss: 0.5779... Generator Loss: 1.9156
Step 4775/32 Epoch 1/1... Discriminator Loss: 1.1608... Generator Loss: 3.0812
Step 4780/32 Epoch 1/1... Discriminator Loss: 0.8454... Generator Loss: 2.2218
Step 4785/32 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.5560
Step 4790/32 Epoch 1/1... Discriminator Loss: 0.9723... Generator Loss: 1.3166
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Step 4810/32 Epoch 1/1... Discriminator Loss: 0.5264... Generator Loss: 2.7074
Step 4815/32 Epoch 1/1... Discriminator Loss: 0.4604... Generator Loss: 3.6763
Step 4820/32 Epoch 1/1... Discriminator Loss: 0.6698... Generator Loss: 3.6211
Step 4825/32 Epoch 1/1... Discriminator Loss: 0.4393... Generator Loss: 4.2752
Step 4830/32 Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.2311
Step 4835/32 Epoch 1/1... Discriminator Loss: 0.4059... Generator Loss: 3.6757
Step 4840/32 Epoch 1/1... Discriminator Loss: 1.4642... Generator Loss: 2.3300
Step 4845/32 Epoch 1/1... Discriminator Loss: 0.5270... Generator Loss: 3.2336
Step 4850/32 Epoch 1/1... Discriminator Loss: 1.1463... Generator Loss: 2.4679
Step 4855/32 Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.9111
Step 4860/32 Epoch 1/1... Discriminator Loss: 0.4660... Generator Loss: 3.0400
Step 4865/32 Epoch 1/1... Discriminator Loss: 0.9328... Generator Loss: 1.3425
Step 4870/32 Epoch 1/1... Discriminator Loss: 1.1397... Generator Loss: 0.9507
Step 4875/32 Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 0.7006
Step 4880/32 Epoch 1/1... Discriminator Loss: 0.9731... Generator Loss: 1.2467
Step 4885/32 Epoch 1/1... Discriminator Loss: 1.1089... Generator Loss: 2.0808
Step 4890/32 Epoch 1/1... Discriminator Loss: 0.6534... Generator Loss: 3.6653
Step 4895/32 Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 2.2680
Step 4900/32 Epoch 1/1... Discriminator Loss: 0.7669... Generator Loss: 2.8607
Step 4905/32 Epoch 1/1... Discriminator Loss: 0.8967... Generator Loss: 1.0524
Step 4910/32 Epoch 1/1... Discriminator Loss: 0.6515... Generator Loss: 1.5189
Step 4915/32 Epoch 1/1... Discriminator Loss: 0.9640... Generator Loss: 0.8633
Step 4920/32 Epoch 1/1... Discriminator Loss: 0.6381... Generator Loss: 1.7846
Step 4925/32 Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.8722
Step 4930/32 Epoch 1/1... Discriminator Loss: 0.4745... Generator Loss: 2.6206
Step 4935/32 Epoch 1/1... Discriminator Loss: 1.7904... Generator Loss: 0.3200
Step 4940/32 Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 0.9202
Step 4945/32 Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 1.1344
Step 4950/32 Epoch 1/1... Discriminator Loss: 0.4857... Generator Loss: 2.4170
Step 4955/32 Epoch 1/1... Discriminator Loss: 0.7659... Generator Loss: 4.7623
Step 4960/32 Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 2.4300
Step 4965/32 Epoch 1/1... Discriminator Loss: 1.0733... Generator Loss: 0.9016
Step 4970/32 Epoch 1/1... Discriminator Loss: 0.6383... Generator Loss: 2.2002
Step 4975/32 Epoch 1/1... Discriminator Loss: 0.4091... Generator Loss: 3.6252
Step 4980/32 Epoch 1/1... Discriminator Loss: 0.5589... Generator Loss: 3.2114
Step 4985/32 Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 0.6751
Step 4990/32 Epoch 1/1... Discriminator Loss: 0.8757... Generator Loss: 1.2916
Step 4995/32 Epoch 1/1... Discriminator Loss: 0.8471... Generator Loss: 1.3565
Step 5000/32 Epoch 1/1... Discriminator Loss: 0.5886... Generator Loss: 2.1279
Step 5005/32 Epoch 1/1... Discriminator Loss: 0.5273... Generator Loss: 2.1579
Step 5010/32 Epoch 1/1... Discriminator Loss: 1.2120... Generator Loss: 0.7865
Step 5015/32 Epoch 1/1... Discriminator Loss: 0.8373... Generator Loss: 1.5972
Step 5020/32 Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 0.6765
Step 5025/32 Epoch 1/1... Discriminator Loss: 0.5653... Generator Loss: 2.2753
Step 5030/32 Epoch 1/1... Discriminator Loss: 0.5221... Generator Loss: 3.0253
Step 5035/32 Epoch 1/1... Discriminator Loss: 0.6485... Generator Loss: 1.6755
Step 5040/32 Epoch 1/1... Discriminator Loss: 0.4115... Generator Loss: 3.2559
Step 5045/32 Epoch 1/1... Discriminator Loss: 0.5430... Generator Loss: 2.0964
Step 5050/32 Epoch 1/1... Discriminator Loss: 1.1254... Generator Loss: 1.4464
Step 5055/32 Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.1105
Step 5060/32 Epoch 1/1... Discriminator Loss: 0.5895... Generator Loss: 2.6396
Step 5065/32 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 3.9450
Step 5070/32 Epoch 1/1... Discriminator Loss: 0.9441... Generator Loss: 1.3785
Step 5075/32 Epoch 1/1... Discriminator Loss: 0.5006... Generator Loss: 3.4330
Step 5080/32 Epoch 1/1... Discriminator Loss: 0.9624... Generator Loss: 2.3867
Step 5085/32 Epoch 1/1... Discriminator Loss: 1.5410... Generator Loss: 0.4883
Step 5090/32 Epoch 1/1... Discriminator Loss: 0.7188... Generator Loss: 1.7141
Step 5095/32 Epoch 1/1... Discriminator Loss: 1.1775... Generator Loss: 0.9498
Step 5100/32 Epoch 1/1... Discriminator Loss: 1.8665... Generator Loss: 0.3293
Step 5105/32 Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 2.2422
Step 5110/32 Epoch 1/1... Discriminator Loss: 0.5158... Generator Loss: 2.0060
Step 5115/32 Epoch 1/1... Discriminator Loss: 0.5073... Generator Loss: 2.3808
Step 5120/32 Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.1402
Step 5125/32 Epoch 1/1... Discriminator Loss: 1.1419... Generator Loss: 0.9460
Step 5130/32 Epoch 1/1... Discriminator Loss: 0.8290... Generator Loss: 1.6357
Step 5135/32 Epoch 1/1... Discriminator Loss: 0.8797... Generator Loss: 1.0576
Step 5140/32 Epoch 1/1... Discriminator Loss: 0.4080... Generator Loss: 4.5187
Step 5145/32 Epoch 1/1... Discriminator Loss: 0.8454... Generator Loss: 3.0537
Step 5150/32 Epoch 1/1... Discriminator Loss: 0.4286... Generator Loss: 2.7820
Step 5155/32 Epoch 1/1... Discriminator Loss: 1.1010... Generator Loss: 4.2740
Step 5160/32 Epoch 1/1... Discriminator Loss: 0.8567... Generator Loss: 1.3761
Step 5165/32 Epoch 1/1... Discriminator Loss: 0.5386... Generator Loss: 2.1063
Step 5170/32 Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 1.3590
Step 5175/32 Epoch 1/1... Discriminator Loss: 0.7792... Generator Loss: 1.5168
Step 5180/32 Epoch 1/1... Discriminator Loss: 0.4750... Generator Loss: 4.3087
Step 5185/32 Epoch 1/1... Discriminator Loss: 0.5401... Generator Loss: 2.4640
Step 5190/32 Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 1.8786
Step 5195/32 Epoch 1/1... Discriminator Loss: 0.6452... Generator Loss: 1.5421
Step 5200/32 Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.6780
Step 5205/32 Epoch 1/1... Discriminator Loss: 1.1584... Generator Loss: 1.7691
Step 5210/32 Epoch 1/1... Discriminator Loss: 0.9058... Generator Loss: 1.1062
Step 5215/32 Epoch 1/1... Discriminator Loss: 0.5770... Generator Loss: 1.9789
Step 5220/32 Epoch 1/1... Discriminator Loss: 0.6723... Generator Loss: 1.7078
Step 5225/32 Epoch 1/1... Discriminator Loss: 0.4184... Generator Loss: 2.9684
Step 5230/32 Epoch 1/1... Discriminator Loss: 1.2498... Generator Loss: 2.1241
Step 5235/32 Epoch 1/1... Discriminator Loss: 0.4415... Generator Loss: 3.0813
Step 5240/32 Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.6773
Step 5245/32 Epoch 1/1... Discriminator Loss: 1.4396... Generator Loss: 0.4936
Step 5250/32 Epoch 1/1... Discriminator Loss: 0.8357... Generator Loss: 1.5515
Step 5255/32 Epoch 1/1... Discriminator Loss: 1.0767... Generator Loss: 0.7060
Step 5260/32 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 1.9983
Step 5265/32 Epoch 1/1... Discriminator Loss: 1.0869... Generator Loss: 0.9650
Step 5270/32 Epoch 1/1... Discriminator Loss: 0.4228... Generator Loss: 3.2067
Step 5275/32 Epoch 1/1... Discriminator Loss: 0.6422... Generator Loss: 2.4343
Step 5280/32 Epoch 1/1... Discriminator Loss: 1.0220... Generator Loss: 0.9560
Step 5285/32 Epoch 1/1... Discriminator Loss: 0.7589... Generator Loss: 1.5663
Step 5290/32 Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 3.4838
Step 5295/32 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 3.2936
Step 5300/32 Epoch 1/1... Discriminator Loss: 0.6175... Generator Loss: 1.6393
Step 5305/32 Epoch 1/1... Discriminator Loss: 1.2463... Generator Loss: 2.1563
Step 5310/32 Epoch 1/1... Discriminator Loss: 0.8346... Generator Loss: 1.2042
Step 5315/32 Epoch 1/1... Discriminator Loss: 0.4745... Generator Loss: 4.4632
Step 5320/32 Epoch 1/1... Discriminator Loss: 0.6990... Generator Loss: 1.4922
Step 5325/32 Epoch 1/1... Discriminator Loss: 1.4562... Generator Loss: 0.5776
Step 5330/32 Epoch 1/1... Discriminator Loss: 0.6948... Generator Loss: 1.9455
Step 5335/32 Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 0.7355
Step 5340/32 Epoch 1/1... Discriminator Loss: 0.6233... Generator Loss: 2.8517
Step 5345/32 Epoch 1/1... Discriminator Loss: 1.2026... Generator Loss: 0.6914
Step 5350/32 Epoch 1/1... Discriminator Loss: 0.5604... Generator Loss: 2.0876
Step 5355/32 Epoch 1/1... Discriminator Loss: 0.5996... Generator Loss: 3.4936
Step 5360/32 Epoch 1/1... Discriminator Loss: 1.0755... Generator Loss: 2.2020
Step 5365/32 Epoch 1/1... Discriminator Loss: 1.8111... Generator Loss: 0.4261
Step 5370/32 Epoch 1/1... Discriminator Loss: 0.6106... Generator Loss: 2.2617
Step 5375/32 Epoch 1/1... Discriminator Loss: 2.0865... Generator Loss: 0.2840
Step 5380/32 Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.6551
Step 5385/32 Epoch 1/1... Discriminator Loss: 0.9124... Generator Loss: 2.6164
Step 5390/32 Epoch 1/1... Discriminator Loss: 0.4757... Generator Loss: 2.5910
Step 5395/32 Epoch 1/1... Discriminator Loss: 1.7025... Generator Loss: 1.8208
Step 5400/32 Epoch 1/1... Discriminator Loss: 0.6646... Generator Loss: 4.2642
Step 5405/32 Epoch 1/1... Discriminator Loss: 0.9372... Generator Loss: 1.0725
Step 5410/32 Epoch 1/1... Discriminator Loss: 0.4938... Generator Loss: 3.0560
Step 5415/32 Epoch 1/1... Discriminator Loss: 0.3760... Generator Loss: 4.0211
Step 5420/32 Epoch 1/1... Discriminator Loss: 1.8816... Generator Loss: 0.8069
Step 5425/32 Epoch 1/1... Discriminator Loss: 1.8228... Generator Loss: 1.4812
Step 5430/32 Epoch 1/1... Discriminator Loss: 0.7102... Generator Loss: 1.5472
Step 5435/32 Epoch 1/1... Discriminator Loss: 1.1047... Generator Loss: 1.2932
Step 5440/32 Epoch 1/1... Discriminator Loss: 0.7746... Generator Loss: 1.8496
Step 5445/32 Epoch 1/1... Discriminator Loss: 1.0869... Generator Loss: 0.8976
Step 5450/32 Epoch 1/1... Discriminator Loss: 0.5142... Generator Loss: 2.2844
Step 5455/32 Epoch 1/1... Discriminator Loss: 0.6821... Generator Loss: 2.5747
Step 5460/32 Epoch 1/1... Discriminator Loss: 0.6023... Generator Loss: 2.4067
Step 5465/32 Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 1.1799
Step 5470/32 Epoch 1/1... Discriminator Loss: 1.0394... Generator Loss: 1.1425
Step 5475/32 Epoch 1/1... Discriminator Loss: 0.6394... Generator Loss: 1.5048
Step 5480/32 Epoch 1/1... Discriminator Loss: 0.5492... Generator Loss: 2.3742
Step 5485/32 Epoch 1/1... Discriminator Loss: 0.6993... Generator Loss: 2.3702
Step 5490/32 Epoch 1/1... Discriminator Loss: 0.5365... Generator Loss: 2.0190
Step 5495/32 Epoch 1/1... Discriminator Loss: 0.5984... Generator Loss: 3.7309
Step 5500/32 Epoch 1/1... Discriminator Loss: 0.5619... Generator Loss: 1.9733
Step 5505/32 Epoch 1/1... Discriminator Loss: 1.0722... Generator Loss: 1.7028
Step 5510/32 Epoch 1/1... Discriminator Loss: 1.3388... Generator Loss: 1.5016
Step 5515/32 Epoch 1/1... Discriminator Loss: 0.7611... Generator Loss: 1.4142
Step 5520/32 Epoch 1/1... Discriminator Loss: 0.8105... Generator Loss: 1.1894
Step 5525/32 Epoch 1/1... Discriminator Loss: 0.8679... Generator Loss: 1.0225
Step 5530/32 Epoch 1/1... Discriminator Loss: 0.8186... Generator Loss: 2.1280
Step 5535/32 Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 1.7218
Step 5540/32 Epoch 1/1... Discriminator Loss: 0.6157... Generator Loss: 1.8435
Step 5545/32 Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 1.2283
Step 5550/32 Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 1.1753
Step 5555/32 Epoch 1/1... Discriminator Loss: 1.0577... Generator Loss: 0.9522
Step 5560/32 Epoch 1/1... Discriminator Loss: 1.1735... Generator Loss: 0.7179
Step 5565/32 Epoch 1/1... Discriminator Loss: 0.4677... Generator Loss: 3.6346
Step 5570/32 Epoch 1/1... Discriminator Loss: 0.8529... Generator Loss: 3.2033
Step 5575/32 Epoch 1/1... Discriminator Loss: 0.7671... Generator Loss: 1.5766
Step 5580/32 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 2.4235
Step 5585/32 Epoch 1/1... Discriminator Loss: 0.5223... Generator Loss: 1.8516
Step 5590/32 Epoch 1/1... Discriminator Loss: 0.8666... Generator Loss: 3.2853
Step 5595/32 Epoch 1/1... Discriminator Loss: 0.5783... Generator Loss: 2.4252
Step 5600/32 Epoch 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.6103
Step 5605/32 Epoch 1/1... Discriminator Loss: 1.1218... Generator Loss: 0.9205
Step 5610/32 Epoch 1/1... Discriminator Loss: 0.7261... Generator Loss: 1.4839
Step 5615/32 Epoch 1/1... Discriminator Loss: 0.8151... Generator Loss: 3.3924
Step 5620/32 Epoch 1/1... Discriminator Loss: 1.1728... Generator Loss: 2.9428
Step 5625/32 Epoch 1/1... Discriminator Loss: 0.7391... Generator Loss: 1.3214
Step 5630/32 Epoch 1/1... Discriminator Loss: 1.6397... Generator Loss: 3.0948
Step 5635/32 Epoch 1/1... Discriminator Loss: 0.6324... Generator Loss: 1.5045
Step 5640/32 Epoch 1/1... Discriminator Loss: 0.6845... Generator Loss: 1.1668
Step 5645/32 Epoch 1/1... Discriminator Loss: 0.4181... Generator Loss: 3.2514
Step 5650/32 Epoch 1/1... Discriminator Loss: 1.7761... Generator Loss: 0.4118
Step 5655/32 Epoch 1/1... Discriminator Loss: 0.7446... Generator Loss: 1.6462
Step 5660/32 Epoch 1/1... Discriminator Loss: 0.6406... Generator Loss: 2.1625
Step 5665/32 Epoch 1/1... Discriminator Loss: 0.6001... Generator Loss: 1.8302
Step 5670/32 Epoch 1/1... Discriminator Loss: 0.5320... Generator Loss: 2.2685
Step 5675/32 Epoch 1/1... Discriminator Loss: 0.6074... Generator Loss: 1.9175
Step 5680/32 Epoch 1/1... Discriminator Loss: 0.8516... Generator Loss: 1.1702
Step 5685/32 Epoch 1/1... Discriminator Loss: 1.4808... Generator Loss: 0.4375
Step 5690/32 Epoch 1/1... Discriminator Loss: 0.7502... Generator Loss: 2.7481
Step 5695/32 Epoch 1/1... Discriminator Loss: 1.4640... Generator Loss: 0.4232
Step 5700/32 Epoch 1/1... Discriminator Loss: 0.5857... Generator Loss: 6.0078
Step 5705/32 Epoch 1/1... Discriminator Loss: 0.3917... Generator Loss: 3.7029
Step 5710/32 Epoch 1/1... Discriminator Loss: 1.1617... Generator Loss: 0.7831
Step 5715/32 Epoch 1/1... Discriminator Loss: 1.0396... Generator Loss: 4.5666
Step 5720/32 Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 0.9716
Step 5725/32 Epoch 1/1... Discriminator Loss: 0.8864... Generator Loss: 1.1678
Step 5730/32 Epoch 1/1... Discriminator Loss: 1.3601... Generator Loss: 0.5580
Step 5735/32 Epoch 1/1... Discriminator Loss: 0.6908... Generator Loss: 2.1088
Step 5740/32 Epoch 1/1... Discriminator Loss: 0.5186... Generator Loss: 3.6506
Step 5745/32 Epoch 1/1... Discriminator Loss: 0.5091... Generator Loss: 2.2028
Step 5750/32 Epoch 1/1... Discriminator Loss: 0.7610... Generator Loss: 1.3758
Step 5755/32 Epoch 1/1... Discriminator Loss: 0.9914... Generator Loss: 1.7480
Step 5760/32 Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 1.3515
Step 5765/32 Epoch 1/1... Discriminator Loss: 1.6624... Generator Loss: 1.5606
Step 5770/32 Epoch 1/1... Discriminator Loss: 0.4168... Generator Loss: 2.9515
Step 5775/32 Epoch 1/1... Discriminator Loss: 1.1082... Generator Loss: 0.7016
Step 5780/32 Epoch 1/1... Discriminator Loss: 0.5931... Generator Loss: 2.3369
Step 5785/32 Epoch 1/1... Discriminator Loss: 0.7146... Generator Loss: 3.4078
Step 5790/32 Epoch 1/1... Discriminator Loss: 0.4209... Generator Loss: 3.9800
Step 5795/32 Epoch 1/1... Discriminator Loss: 0.5616... Generator Loss: 1.9746
Step 5800/32 Epoch 1/1... Discriminator Loss: 0.8828... Generator Loss: 2.5216
Step 5805/32 Epoch 1/1... Discriminator Loss: 0.5813... Generator Loss: 1.8464
Step 5810/32 Epoch 1/1... Discriminator Loss: 0.7901... Generator Loss: 1.2749
Step 5815/32 Epoch 1/1... Discriminator Loss: 0.8369... Generator Loss: 1.4997
Step 5820/32 Epoch 1/1... Discriminator Loss: 0.7906... Generator Loss: 1.5881
Step 5825/32 Epoch 1/1... Discriminator Loss: 0.8351... Generator Loss: 1.5294
Step 5830/32 Epoch 1/1... Discriminator Loss: 1.2388... Generator Loss: 0.7469
Step 5835/32 Epoch 1/1... Discriminator Loss: 2.1135... Generator Loss: 2.5703
Step 5840/32 Epoch 1/1... Discriminator Loss: 0.6397... Generator Loss: 3.8321
Step 5845/32 Epoch 1/1... Discriminator Loss: 0.4689... Generator Loss: 2.7656
Step 5850/32 Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 2.1872
Step 5855/32 Epoch 1/1... Discriminator Loss: 0.9190... Generator Loss: 1.0779
Step 5860/32 Epoch 1/1... Discriminator Loss: 0.6510... Generator Loss: 1.5559
Step 5865/32 Epoch 1/1... Discriminator Loss: 0.5427... Generator Loss: 2.0886
Step 5870/32 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 1.0726
Step 5875/32 Epoch 1/1... Discriminator Loss: 0.5196... Generator Loss: 2.2212
Step 5880/32 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.6082
Step 5885/32 Epoch 1/1... Discriminator Loss: 1.2372... Generator Loss: 0.6620
Step 5890/32 Epoch 1/1... Discriminator Loss: 0.9432... Generator Loss: 1.0822
Step 5895/32 Epoch 1/1... Discriminator Loss: 0.9882... Generator Loss: 1.7614
Step 5900/32 Epoch 1/1... Discriminator Loss: 1.7463... Generator Loss: 0.3664
Step 5905/32 Epoch 1/1... Discriminator Loss: 0.7022... Generator Loss: 3.1085
Step 5910/32 Epoch 1/1... Discriminator Loss: 0.9798... Generator Loss: 0.9166
Step 5915/32 Epoch 1/1... Discriminator Loss: 0.7958... Generator Loss: 1.8505
Step 5920/32 Epoch 1/1... Discriminator Loss: 0.6151... Generator Loss: 2.3065
Step 5925/32 Epoch 1/1... Discriminator Loss: 0.4361... Generator Loss: 2.8021
Step 5930/32 Epoch 1/1... Discriminator Loss: 0.7352... Generator Loss: 1.4641
Step 5935/32 Epoch 1/1... Discriminator Loss: 0.5895... Generator Loss: 2.3403
Step 5940/32 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 3.5394
Step 5945/32 Epoch 1/1... Discriminator Loss: 0.6163... Generator Loss: 3.4996
Step 5950/32 Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 0.9100
Step 5955/32 Epoch 1/1... Discriminator Loss: 0.8030... Generator Loss: 1.0712
Step 5960/32 Epoch 1/1... Discriminator Loss: 1.9897... Generator Loss: 3.4131
Step 5965/32 Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 1.3992
Step 5970/32 Epoch 1/1... Discriminator Loss: 0.5228... Generator Loss: 3.3878
Step 5975/32 Epoch 1/1... Discriminator Loss: 1.0048... Generator Loss: 1.0047
Step 5980/32 Epoch 1/1... Discriminator Loss: 0.6358... Generator Loss: 1.8120
Step 5985/32 Epoch 1/1... Discriminator Loss: 0.5435... Generator Loss: 2.5030
Step 5990/32 Epoch 1/1... Discriminator Loss: 0.5342... Generator Loss: 4.1556
Step 5995/32 Epoch 1/1... Discriminator Loss: 0.6960... Generator Loss: 1.7470
Step 6000/32 Epoch 1/1... Discriminator Loss: 0.7382... Generator Loss: 1.5340
Step 6005/32 Epoch 1/1... Discriminator Loss: 0.6685... Generator Loss: 1.5435
Step 6010/32 Epoch 1/1... Discriminator Loss: 1.2244... Generator Loss: 0.6400
Step 6015/32 Epoch 1/1... Discriminator Loss: 0.9332... Generator Loss: 1.9301
Step 6020/32 Epoch 1/1... Discriminator Loss: 0.3989... Generator Loss: 4.0759
Step 6025/32 Epoch 1/1... Discriminator Loss: 0.5170... Generator Loss: 3.1657
Step 6030/32 Epoch 1/1... Discriminator Loss: 1.1103... Generator Loss: 0.8486
Step 6035/32 Epoch 1/1... Discriminator Loss: 1.1355... Generator Loss: 0.7427
Step 6040/32 Epoch 1/1... Discriminator Loss: 1.1946... Generator Loss: 0.7509
Step 6045/32 Epoch 1/1... Discriminator Loss: 0.4710... Generator Loss: 3.0471
Step 6050/32 Epoch 1/1... Discriminator Loss: 1.1023... Generator Loss: 0.7455
Step 6055/32 Epoch 1/1... Discriminator Loss: 1.5070... Generator Loss: 0.4164
Step 6060/32 Epoch 1/1... Discriminator Loss: 0.4422... Generator Loss: 2.8043
Step 6065/32 Epoch 1/1... Discriminator Loss: 0.9770... Generator Loss: 1.9747
Step 6070/32 Epoch 1/1... Discriminator Loss: 0.5254... Generator Loss: 2.5119
Step 6075/32 Epoch 1/1... Discriminator Loss: 0.6604... Generator Loss: 2.5596
Step 6080/32 Epoch 1/1... Discriminator Loss: 0.5464... Generator Loss: 2.2427
Step 6085/32 Epoch 1/1... Discriminator Loss: 2.1056... Generator Loss: 0.2139
Step 6090/32 Epoch 1/1... Discriminator Loss: 0.9367... Generator Loss: 1.5039
Step 6095/32 Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 1.6697
Step 6100/32 Epoch 1/1... Discriminator Loss: 0.9497... Generator Loss: 1.0707
Step 6105/32 Epoch 1/1... Discriminator Loss: 1.6186... Generator Loss: 0.3700
Step 6110/32 Epoch 1/1... Discriminator Loss: 0.5866... Generator Loss: 1.9546
Step 6115/32 Epoch 1/1... Discriminator Loss: 0.5780... Generator Loss: 1.8701
Step 6120/32 Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 1.3770
Step 6125/32 Epoch 1/1... Discriminator Loss: 0.7841... Generator Loss: 1.2312
Step 6130/32 Epoch 1/1... Discriminator Loss: 0.6361... Generator Loss: 1.6178
Step 6135/32 Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 3.3781
Step 6140/32 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 3.4482
Step 6145/32 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 3.4110
Step 6150/32 Epoch 1/1... Discriminator Loss: 0.6252... Generator Loss: 2.7106
Step 6155/32 Epoch 1/1... Discriminator Loss: 0.8686... Generator Loss: 1.3380
Step 6160/32 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 0.9863
Step 6165/32 Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 2.5214
Step 6170/32 Epoch 1/1... Discriminator Loss: 0.5894... Generator Loss: 2.1488
Step 6175/32 Epoch 1/1... Discriminator Loss: 1.0734... Generator Loss: 0.8235
Step 6180/32 Epoch 1/1... Discriminator Loss: 0.5767... Generator Loss: 2.8434
Step 6185/32 Epoch 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.4096
Step 6190/32 Epoch 1/1... Discriminator Loss: 0.6812... Generator Loss: 1.5823
Step 6195/32 Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 4.4547
Step 6200/32 Epoch 1/1... Discriminator Loss: 1.1097... Generator Loss: 0.7933
Step 6205/32 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 1.9499
Step 6210/32 Epoch 1/1... Discriminator Loss: 0.4459... Generator Loss: 2.7691
Step 6215/32 Epoch 1/1... Discriminator Loss: 0.5046... Generator Loss: 2.3455
Step 6220/32 Epoch 1/1... Discriminator Loss: 0.6239... Generator Loss: 1.8325
Step 6225/32 Epoch 1/1... Discriminator Loss: 0.8531... Generator Loss: 3.0931
Step 6230/32 Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 2.4076
Step 6235/32 Epoch 1/1... Discriminator Loss: 0.6480... Generator Loss: 1.8280
Step 6240/32 Epoch 1/1... Discriminator Loss: 0.7187... Generator Loss: 2.0014
Step 6245/32 Epoch 1/1... Discriminator Loss: 1.6177... Generator Loss: 1.4266
Step 6250/32 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 1.1384
Step 6255/32 Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 0.6707
Step 6260/32 Epoch 1/1... Discriminator Loss: 0.7814... Generator Loss: 1.1215
Step 6265/32 Epoch 1/1... Discriminator Loss: 1.6689... Generator Loss: 0.4170
Step 6270/32 Epoch 1/1... Discriminator Loss: 0.7196... Generator Loss: 2.2501
Step 6275/32 Epoch 1/1... Discriminator Loss: 1.2997... Generator Loss: 0.5439
Step 6280/32 Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.7679
Step 6285/32 Epoch 1/1... Discriminator Loss: 1.1601... Generator Loss: 1.1212
Step 6290/32 Epoch 1/1... Discriminator Loss: 0.5395... Generator Loss: 2.3903
Step 6295/32 Epoch 1/1... Discriminator Loss: 0.4592... Generator Loss: 3.4143
Step 6300/32 Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 0.8540
Step 6305/32 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 1.1857
Step 6310/32 Epoch 1/1... Discriminator Loss: 0.4820... Generator Loss: 4.0335
Step 6315/32 Epoch 1/1... Discriminator Loss: 0.6128... Generator Loss: 1.8468
Step 6320/32 Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.6107
Step 6325/32 Epoch 1/1... Discriminator Loss: 0.8697... Generator Loss: 2.6597
Step 6330/32 Epoch 1/1... Discriminator Loss: 0.5865... Generator Loss: 2.6635

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.